semi final push

This commit is contained in:
Simon Klüttermann 2021-10-11 17:34:41 +02:00
parent b90794cb49
commit a05699269c
51 changed files with 936 additions and 460 deletions

BIN
assigns.pdf Normal file

Binary file not shown.

BIN
assigns.png Normal file

Binary file not shown.

After

Width:  |  Height:  |  Size: 30 KiB

34
assigns.py Normal file
View File

@ -0,0 +1,34 @@
from plt2 import *
import numpy as np
#probability that one thesis is not going to be picket
students=15
topics=15
def by_picks(picks=3):
return (1-(((topics-picks)/topics)**students))**topics
#print(by_picks(1))
#print(by_picks(2))
#print(by_picks(3))
picks=np.arange(1.0,5.0,0.1)
probs=[by_picks(pick) for pick in picks]
plt.plot(picks,probs)
plt.title("Probability of everybody being assigned a favorable topic")
plt.ylabel("Probability")
plt.xlabel("Average number of favored topics")
plt.savefig("assigns.png")
plt.savefig("assigns.pdf",format="pdf")
plt.show()

View File

@ -1,3 +1,4 @@
python3 gentopic.py
lualatex --shell-escape slides lualatex --shell-escape slides
biber slides biber slides
lualatex --shell-escape slides lualatex --shell-escape slides

View File

@ -1,10 +1,12 @@
{ {
"index":9, "index":10,
"title":"Interpretation", "title":"Interpretation",
"paper":"Contextual Outlier Interpretation", "paper":"Contextual Outlier Interpretation",
"by": "Liu et al", "by": "Liu et al",
"when": "2017", "when": "2017",
"who": "Benedikt Böing", "who": "Benedikt Böing",
"mail": "benedikt.boeing@cs.uni-dortmund.de", "mail": "benedikt.boeing@cs.uni-dortmund.de",
"note1":"Interpretabile AD: Create Trust",
"note2":"Understand by surrounding",
"ext": "png" "ext": "png"
} }

View File

@ -6,5 +6,7 @@
"when": "2021", "when": "2021",
"who": "Bin Li", "who": "Bin Li",
"mail": "bin.li@tu-dortmund.de", "mail": "bin.li@tu-dortmund.de",
"note1":"Pretransformations (like Rotations) can improve ML",
"note2":"For Time-Series: Make learnable",
"ext": "png" "ext": "png"
} }

View File

@ -1,10 +1,12 @@
{ {
"index":11, "index":12,
"title":"Application: Interpretable Device Failure", "title":"Application: Interpretable Device Failure",
"paper":"Interpretable, Multidimensional, Multimodal Anomaly Detection with Negative Sampling for Detection of Device Failure", "paper":"Interpretable, Multidimensional, Multimodal Anomaly Detection with Negative Sampling for Detection of Device Failure",
"by": "Sipple et al", "by": "Sipple et al",
"when": "2020", "when": "2020",
"who": "Bin Li", "who": "Bin Li",
"mail": "bin.li@tu-dortmund.de", "mail": "bin.li@tu-dortmund.de",
"note1":"real world data is messy",
"note2":"detect IOT devices that fail",
"ext": "png" "ext": "png"
} }

View File

@ -1,10 +1,12 @@
{ {
"index":10, "index":11,
"title":"Explainability", "title":"Explainability",
"paper":"Additive Explanations for Anomalies Detected from Multivariate Temporal Data ", "paper":"Additive Explanations for Anomalies Detected from Multivariate Temporal Data ",
"by": "Giurgiu, Schumann et al", "by": "Giurgiu, Schumann et al",
"when": "2019", "when": "2019",
"who": "Chiara Balestra", "who": "Chiara Balestra",
"mail": "chiara.balestra@cs.uni-dortmund.de", "mail": "chiara.balestra@cs.uni-dortmund.de",
"note1":"Measure contributions of features",
"note2":"Your own Literature Research is extra important",
"ext": "jpeg" "ext": "jpeg"
} }

View File

@ -6,5 +6,7 @@
"when": "2000", "when": "2000",
"who": "Daniel Wilmes", "who": "Daniel Wilmes",
"mail": "daniel.wilmes@cs.uni-dortmund.de", "mail": "daniel.wilmes@cs.uni-dortmund.de",
"note1":"Classical AD algorithm",
"note2":"Good for a less experienced student",
"ext": "jpeg" "ext": "jpeg"
} }

View File

@ -6,5 +6,7 @@
"when": "2012", "when": "2012",
"who": "Daniel Wilmes", "who": "Daniel Wilmes",
"mail": "daniel.wilmes@cs.uni-dortmund.de", "mail": "daniel.wilmes@cs.uni-dortmund.de",
"note1":"Filter out useless Features",
"note2":"Cowritten by Prof. Müller, migth be related to a future thesis",
"ext": "png" "ext": "png"
} }

12
dics/daniel3.json Normal file
View File

@ -0,0 +1,12 @@
{
"index":14,
"title":"Application: Spacecraft monitoring",
"paper":"Detecting Spacecraft Anomalies Using LSTMs and Nonparametric Dynamic Thresholding",
"by": "Hundman et al",
"when": "2018",
"who": "Daniel Wilmes",
"mail": "daniel.wilmes@cs.uni-dortmund.de",
"note1":"Another Application Paper",
"note2":"This time to supervise Spacecrafts",
"ext": "jpg"
}

View File

@ -1,10 +1,12 @@
{ {
"index":12, "index":1,
"title":"Application: Video Data", "title":"Anomaly Detection for Monitoring",
"paper":"Fast Unsupervised Anomaly Detection in Traffic Videos", "paper":"Anomaly Detection for Monitoring",
"by": "Doshi et al", "by": "Schwartz, Jinka",
"when": "2020", "when": "2015",
"who": "Jelle Hüntelmann", "who": "Jelle Hüntelmann",
"mail": "jelle.hüntelmann@cs.uni-dortmund.de", "mail": "jelle.hüntelmann@cs.uni-dortmund.de",
"ext": "jpeg" "note1":"Time Series analysis",
"note2":"Less of a Paper, more a Book: great for less experienced People",
"ext": "png"
} }

View File

@ -1,10 +1,12 @@
{ {
"index":1, "index":13,
"title":"High dimensional Data", "title":"Application: Video Data",
"paper":"A comprehensive survey of anomaly detection techniques for high dimensional big data", "paper":"Fast Unsupervised Anomaly Detection in Traffic Videos",
"by": "Thudumu et al", "by": "Doshi et al",
"when": "2020", "when": "2020",
"who": "Jelle Hüntelmann", "who": "Jelle Hüntelmann",
"mail": "jelle.hüntelmann@cs.uni-dortmund.de", "mail": "jelle.hüntelmann@cs.uni-dortmund.de",
"ext": "png" "note1":"Application Paper",
"note2":"Complex input data",
"ext": "jpeg"
} }

View File

@ -1,10 +1,12 @@
{ {
"index":2, "index":2,
"title":"Text Data", "title":"High dimensional Data",
"paper":"Outlier Detection for Text Data", "paper":"A comprehensive survey of anomaly detection techniques for high dimensional big data",
"by": "Kannan et al", "by": "Thudumu et al",
"when": "2017", "when": "2020",
"who": "Simon Klüttermann", "who": "Simon Klüttermann",
"mail": "simon.kluettermann@cs.uni-dortmund.de", "mail": "simon.kluettermann@cs.uni-dortmund.de",
"note1":"High dimensional Data becomes hard for AD",
"note2":"Explain why",
"ext": "png" "ext": "png"
} }

View File

@ -1,10 +1,12 @@
{ {
"index":7, "index":8,
"title":"Anomaly Ensembles", "title":"Anomaly Ensembles",
"paper":"Unsupervised Anomaly Detection Ensembles using Item Response Theory", "paper":"Unsupervised Anomaly Detection Ensembles using Item Response Theory",
"by": "Kandanaarachchi1", "by": "Kandanaarachchi1",
"when": "2021", "when": "2021",
"who": "Simon Klüttermann", "who": "Simon Klüttermann",
"mail": "simon.kluettermann@cs.uni-dortmund.de", "mail": "simon.kluettermann@cs.uni-dortmund.de",
"note1":"Combine multiple algorithms",
"note2":"Could be combined with the following Paper",
"ext": "jpg" "ext": "jpg"
} }

View File

@ -6,5 +6,7 @@
"when": "2021", "when": "2021",
"who": "Simon Klüttermann", "who": "Simon Klüttermann",
"mail": "simon.kluettermann@cs.uni-dortmund.de", "mail": "simon.kluettermann@cs.uni-dortmund.de",
"note1":"Graph Data can be super interesting, but also quite complicated",
"note2":"Either split up into two topics or done by two people",
"ext": "png" "ext": "png"
} }

View File

@ -1,10 +1,12 @@
{ {
"index":8, "index":9,
"title":"Active Anomaly Detection", "title":"Active Anomaly Detection",
"paper":"Active Anomaly Detection via Ensembles: Insights, Algorithms, and Interpretability", "paper":"Active Anomaly Detection via Ensembles: Insights, Algorithms, and Interpretability",
"by": "Das et al", "by": "Das et al",
"when": "2019", "when": "2019",
"who": "Simon Klüttermann", "who": "Simon Klüttermann",
"mail": "simon.kluettermann@cs.uni-dortmund.de", "mail": "simon.kluettermann@cs.uni-dortmund.de",
"note1":"Active Learning=Learning with humans",
"note2":"Could be combined with the previous Paper",
"ext": "png" "ext": "png"
} }

12
dics/simon5.json Normal file
View File

@ -0,0 +1,12 @@
{
"index":7,
"title":"GANs for Anomaly Detection",
"paper":"A Survey on GANs for Anomaly Detection",
"by": "Mattia et al",
"when": "2021",
"who": "Simon Klüttermann",
"mail": "simon.kluettermann@cs.uni-dortmund.de",
"note1":"GANs generally used for data generation",
"note2":"Can also be used for AD, how?",
"ext": "png"
}

BIN
illustrations/daniel3.jpg Normal file

Binary file not shown.

After

Width:  |  Height:  |  Size: 263 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 6.4 KiB

After

Width:  |  Height:  |  Size: 184 KiB

BIN
illustrations/jelle2.jpeg Normal file

Binary file not shown.

After

Width:  |  Height:  |  Size: 89 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 118 KiB

BIN
illustrations/simon1.jpeg Normal file

Binary file not shown.

After

Width:  |  Height:  |  Size: 89 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 4.3 KiB

Binary file not shown.

Before

Width:  |  Height:  |  Size: 84 KiB

After

Width:  |  Height:  |  Size: 118 KiB

BIN
illustrations/simon5.jpeg Normal file

Binary file not shown.

After

Width:  |  Height:  |  Size: 546 KiB

BIN
illustrations/simon5.png Normal file

Binary file not shown.

After

Width:  |  Height:  |  Size: 139 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 454 KiB

BIN
illustrations/yyy.png Normal file

Binary file not shown.

After

Width:  |  Height:  |  Size: 6.4 KiB

View File

@ -74,10 +74,14 @@
\@writefile{nav}{\defcounter {refsection}{0}\relax }\@writefile{nav}{\headcommand {\beamer@framepages {19}{19}}} \@writefile{nav}{\defcounter {refsection}{0}\relax }\@writefile{nav}{\headcommand {\beamer@framepages {19}{19}}}
\@writefile{nav}{\defcounter {refsection}{0}\relax }\@writefile{nav}{\headcommand {\slideentry {2}{0}{13}{20/20}{}{0}}} \@writefile{nav}{\defcounter {refsection}{0}\relax }\@writefile{nav}{\headcommand {\slideentry {2}{0}{13}{20/20}{}{0}}}
\@writefile{nav}{\defcounter {refsection}{0}\relax }\@writefile{nav}{\headcommand {\beamer@framepages {20}{20}}} \@writefile{nav}{\defcounter {refsection}{0}\relax }\@writefile{nav}{\headcommand {\beamer@framepages {20}{20}}}
\@writefile{nav}{\headcommand {\beamer@partpages {1}{20}}} \@writefile{nav}{\defcounter {refsection}{0}\relax }\@writefile{nav}{\headcommand {\slideentry {2}{0}{14}{21/21}{}{0}}}
\@writefile{nav}{\headcommand {\beamer@subsectionpages {8}{20}}} \@writefile{nav}{\defcounter {refsection}{0}\relax }\@writefile{nav}{\headcommand {\beamer@framepages {21}{21}}}
\@writefile{nav}{\headcommand {\beamer@sectionpages {8}{20}}} \@writefile{nav}{\defcounter {refsection}{0}\relax }\@writefile{nav}{\headcommand {\slideentry {2}{0}{15}{22/22}{}{0}}}
\@writefile{nav}{\headcommand {\beamer@documentpages {20}}} \@writefile{nav}{\defcounter {refsection}{0}\relax }\@writefile{nav}{\headcommand {\beamer@framepages {22}{22}}}
\@writefile{nav}{\headcommand {\gdef \inserttotalframenumber {19}}} \@writefile{nav}{\headcommand {\beamer@partpages {1}{22}}}
\@writefile{nav}{\headcommand {\beamer@subsectionpages {8}{22}}}
\@writefile{nav}{\headcommand {\beamer@sectionpages {8}{22}}}
\@writefile{nav}{\headcommand {\beamer@documentpages {22}}}
\@writefile{nav}{\headcommand {\gdef \inserttotalframenumber {21}}}
\abx@aux@read@bbl@mdfivesum{F7F239C736CF01AC6CE7BD829F9B3C7B} \abx@aux@read@bbl@mdfivesum{F7F239C736CF01AC6CE7BD829F9B3C7B}
\gdef \@abspage@last{20} \gdef \@abspage@last{22}

View File

@ -1,9 +1,9 @@
[0] Config.pm:312> INFO - This is Biber 2.15 [0] Config.pm:312> INFO - This is Biber 2.15
[0] Config.pm:315> INFO - Logfile is 'slides.blg' [0] Config.pm:315> INFO - Logfile is 'slides.blg'
[84] biber:330> INFO - === Mi Okt 6, 2021, 21:31:34 [53] biber:330> INFO - === Mo Okt 11, 2021, 17:26:11
[100] Biber.pm:415> INFO - Reading 'slides.bcf' [63] Biber.pm:415> INFO - Reading 'slides.bcf'
[182] Biber.pm:952> INFO - Found 0 citekeys in bib section 0 [115] Biber.pm:952> INFO - Found 0 citekeys in bib section 0
[190] Utils.pm:395> WARN - The file 'slides.bcf' does not contain any citations! [119] Utils.pm:395> WARN - The file 'slides.bcf' does not contain any citations!
[199] bbl.pm:651> INFO - Writing 'slides.bbl' with encoding 'UTF-8' [125] bbl.pm:651> INFO - Writing 'slides.bbl' with encoding 'UTF-8'
[199] bbl.pm:754> INFO - Output to slides.bbl [126] bbl.pm:754> INFO - Output to slides.bbl
[199] Biber.pm:128> INFO - WARNINGS: 1 [126] Biber.pm:128> INFO - WARNINGS: 1

View File

@ -1,4 +1,4 @@
This is LuaHBTeX, Version 1.13.0 (TeX Live 2021/Arch Linux) (format=lualatex 2021.6.8) 6 OCT 2021 21:31 This is LuaHBTeX, Version 1.13.0 (TeX Live 2021/Arch Linux) (format=lualatex 2021.6.8) 11 OCT 2021 17:26
system commands enabled. system commands enabled.
**slides **slides
(./slides.tex (./slides.tex
@ -2068,12 +2068,12 @@ Package polyglossia Info: Option: English, variant=american.
Package polyglossia Info: Option: english variant=american (with additional pat Package polyglossia Info: Option: english variant=american (with additional pat
terns). terns).
Module polyglossia Info: Language data for usenglishmax Module polyglossia Info: Language data for usenglishmax
(polyglossia) hyphenation hyph-en-us.hyp.txt
(polyglossia) synonyms
(polyglossia) patterns hyph-en-us.pat.txt (polyglossia) patterns hyph-en-us.pat.txt
(polyglossia) hyphenation hyph-en-us.hyp.txt
(polyglossia) righthyphenmin 3 (polyglossia) righthyphenmin 3
(polyglossia) lefthyphenmin 2 (polyglossia) lefthyphenmin 2
(polyglossia) loader loadhyph-en-us.tex on input line 35 (polyglossia) loader loadhyph-en-us.tex
(polyglossia) synonyms on input line 35
Module polyglossia Info: Language usenglishmax was not yet loaded; created with Module polyglossia Info: Language usenglishmax was not yet loaded; created with
id 2 on input line 35 id 2 on input line 35
Package polyglossia Info: Option: english variant=american (with additional pat Package polyglossia Info: Option: english variant=american (with additional pat
@ -2135,12 +2135,12 @@ braces):
> {german/localnumeral} => {polyglossia@C@localnumeral} > {german/localnumeral} => {polyglossia@C@localnumeral}
> {german/Localnumeral} => {polyglossia@C@localnumeral}. > {german/Localnumeral} => {polyglossia@C@localnumeral}.
Module polyglossia Info: Language data for german Module polyglossia Info: Language data for german
(polyglossia) hyphenation
(polyglossia) synonyms
(polyglossia) patterns hyph-de-1901.pat.txt (polyglossia) patterns hyph-de-1901.pat.txt
(polyglossia) hyphenation
(polyglossia) righthyphenmin 2 (polyglossia) righthyphenmin 2
(polyglossia) lefthyphenmin 2 (polyglossia) lefthyphenmin 2
(polyglossia) loader loadhyph-de-1901.tex on input line 10 (polyglossia) loader loadhyph-de-1901.tex
(polyglossia) synonyms on input line 10
Module polyglossia Info: Language german was not yet loaded; created with id 3 o Module polyglossia Info: Language german was not yet loaded; created with id 3 o
n input line 10 n input line 10
Package polyglossia Info: Option: German, spelling=new. Package polyglossia Info: Option: German, spelling=new.
@ -3104,12 +3104,12 @@ Package biblatex Info: ... file 'german.lbx' found.
(/usr/share/texmf-dist/tex/latex/biblatex/lbx/german.lbx (/usr/share/texmf-dist/tex/latex/biblatex/lbx/german.lbx
File: german.lbx 2020/12/31 v3.16 biblatex localization (PK/MW) File: german.lbx 2020/12/31 v3.16 biblatex localization (PK/MW)
Module polyglossia Info: Language data for ngerman Module polyglossia Info: Language data for ngerman
(polyglossia) hyphenation
(polyglossia) synonyms
(polyglossia) patterns hyph-de-1996.pat.txt (polyglossia) patterns hyph-de-1996.pat.txt
(polyglossia) hyphenation
(polyglossia) righthyphenmin 2 (polyglossia) righthyphenmin 2
(polyglossia) lefthyphenmin 2 (polyglossia) lefthyphenmin 2
(polyglossia) loader loadhyph-de-1996.tex on input line 561 (polyglossia) loader loadhyph-de-1996.tex
(polyglossia) synonyms on input line 561
Module polyglossia Info: Language ngerman was not yet loaded; created with id 5 Module polyglossia Info: Language ngerman was not yet loaded; created with id 5
on input line 561 on input line 561
) )
@ -3265,6 +3265,11 @@ Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
<./ls9.png><./illustrations/tud_logo_cmyk-eps-converted-to.pdf><./illustrations/ <./ls9.png><./illustrations/tud_logo_cmyk-eps-converted-to.pdf><./illustrations/
swans.jpg>] swans.jpg>]
<assigns.pdf, id=34, 462.528pt x 346.896pt>
File: assigns.pdf Graphic file (type pdf)
<use assigns.pdf>
Package luatex.def Info: assigns.pdf used on input line 65.
(luatex.def) Requested size: 151.74544pt x 113.81102pt.
Package microtype Info: Loading generic protrusion settings for font family Package microtype Info: Loading generic protrusion settings for font family
(microtype) `LibertinusMath-Regular.otf' (encoding: TU). (microtype) `LibertinusMath-Regular.otf' (encoding: TU).
(microtype) For optimal results, create family-specific settings. (microtype) For optimal results, create family-specific settings.
@ -3276,10 +3281,10 @@ File: mt-msa.cfg 2006/02/04 v1.1 microtype config. file: AMS symbols (a) (RS)
File: mt-msb.cfg 2005/06/01 v1.0 microtype config. file: AMS symbols (b) (RS) File: mt-msb.cfg 2005/06/01 v1.0 microtype config. file: AMS symbols (b) (RS)
) )
LaTeX Font Info: Font shape `TU/LibertinusSans(0)/m/n' will be LaTeX Font Info: Font shape `TU/LibertinusSans(0)/m/n' will be
(Font) scaled to size 8.0pt on input line 61. (Font) scaled to size 8.0pt on input line 65.
File: ls9.png Graphic file (type png) File: ls9.png Graphic file (type png)
<use ls9.png> <use ls9.png>
Package luatex.def Info: ls9.png used on input line 61. Package luatex.def Info: ls9.png used on input line 65.
(luatex.def) Requested size: 28.45274pt x 30.83527pt. (luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps> Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37 (epstopdf) date: 2021-08-17 16:51:37
@ -3290,19 +3295,19 @@ to.pdf>
(epstopdf) size: 14274 bytes (epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk (epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps> -eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 61. (epstopdf) \includegraphics on input line 65.
Package epstopdf Info: Output file is already uptodate. Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf) File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf> <use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 61. on input line 65.
(luatex.def) Requested size: 131.13866pt x 21.33955pt. (luatex.def) Requested size: 131.13866pt x 21.33955pt.
[2 [2
] <./assigns.pdf>]
File: ls9.png Graphic file (type png) File: ls9.png Graphic file (type png)
<use ls9.png> <use ls9.png>
Package luatex.def Info: ls9.png used on input line 70. Package luatex.def Info: ls9.png used on input line 74.
(luatex.def) Requested size: 28.45274pt x 30.83527pt. (luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps> Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37 (epstopdf) date: 2021-08-17 16:51:37
@ -3313,19 +3318,20 @@ to.pdf>
(epstopdf) size: 14274 bytes (epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk (epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps> -eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 70. (epstopdf) \includegraphics on input line 74.
Package epstopdf Info: Output file is already uptodate. Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf) File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf> <use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 70. on input line 74.
(luatex.def) Requested size: 131.13866pt x 21.33955pt. (luatex.def) Requested size: 131.13866pt x 21.33955pt.
[3
[3
] ]
File: ls9.png Graphic file (type png) File: ls9.png Graphic file (type png)
<use ls9.png> <use ls9.png>
Package luatex.def Info: ls9.png used on input line 91. Package luatex.def Info: ls9.png used on input line 95.
(luatex.def) Requested size: 28.45274pt x 30.83527pt. (luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps> Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37 (epstopdf) date: 2021-08-17 16:51:37
@ -3336,21 +3342,21 @@ to.pdf>
(epstopdf) size: 14274 bytes (epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk (epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps> -eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 91. (epstopdf) \includegraphics on input line 95.
Package epstopdf Info: Output file is already uptodate. Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf) File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf> <use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 91. on input line 95.
(luatex.def) Requested size: 131.13866pt x 21.33955pt. (luatex.def) Requested size: 131.13866pt x 21.33955pt.
[4 [4
] ]
LaTeX Font Info: Font shape `TU/LibertinusSans(0)/m/n' will be LaTeX Font Info: Font shape `TU/LibertinusSans(0)/m/n' will be
(Font) scaled to size 6.0pt on input line 107. (Font) scaled to size 6.0pt on input line 112.
File: ls9.png Graphic file (type png) File: ls9.png Graphic file (type png)
<use ls9.png> <use ls9.png>
Package luatex.def Info: ls9.png used on input line 107. Package luatex.def Info: ls9.png used on input line 112.
(luatex.def) Requested size: 28.45274pt x 30.83527pt. (luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps> Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37 (epstopdf) date: 2021-08-17 16:51:37
@ -3361,19 +3367,19 @@ to.pdf>
(epstopdf) size: 14274 bytes (epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk (epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps> -eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 107. (epstopdf) \includegraphics on input line 112.
Package epstopdf Info: Output file is already uptodate. Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf) File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf> <use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 107. on input line 112.
(luatex.def) Requested size: 131.13866pt x 21.33955pt. (luatex.def) Requested size: 131.13866pt x 21.33955pt.
[5 [5
] ]
File: ls9.png Graphic file (type png) File: ls9.png Graphic file (type png)
<use ls9.png> <use ls9.png>
Package luatex.def Info: ls9.png used on input line 128. Package luatex.def Info: ls9.png used on input line 137.
(luatex.def) Requested size: 28.45274pt x 30.83527pt. (luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps> Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37 (epstopdf) date: 2021-08-17 16:51:37
@ -3384,19 +3390,19 @@ to.pdf>
(epstopdf) size: 14274 bytes (epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk (epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps> -eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 128. (epstopdf) \includegraphics on input line 137.
Package epstopdf Info: Output file is already uptodate. Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf) File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf> <use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 128. on input line 137.
(luatex.def) Requested size: 131.13866pt x 21.33955pt. (luatex.def) Requested size: 131.13866pt x 21.33955pt.
[6 [6
] ]
File: ls9.png Graphic file (type png) File: ls9.png Graphic file (type png)
<use ls9.png> <use ls9.png>
Package luatex.def Info: ls9.png used on input line 139. Package luatex.def Info: ls9.png used on input line 148.
(luatex.def) Requested size: 28.45274pt x 30.83527pt. (luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps> Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37 (epstopdf) date: 2021-08-17 16:51:37
@ -3407,36 +3413,42 @@ to.pdf>
(epstopdf) size: 14274 bytes (epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk (epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps> -eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 139. (epstopdf) \includegraphics on input line 148.
Package epstopdf Info: Output file is already uptodate. Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf) File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf> <use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 139. on input line 148.
(luatex.def) Requested size: 131.13866pt x 21.33955pt. (luatex.def) Requested size: 131.13866pt x 21.33955pt.
[7
[7 ] (./topics/jelle1.tex
] (./topics/jelle2.tex
LaTeX Font Info: Font shape `TU/LibertinusSans(0)/b/n' will be LaTeX Font Info: Font shape `TU/LibertinusSans(0)/b/n' will be
(Font) scaled to size 10.95pt on input line 13. (Font) scaled to size 10.95pt on input line 28.
LaTeX Font Info: Font shape `TU/LibertinusSans(0)/m/n' will be LaTeX Font Info: Font shape `TU/LibertinusSans(0)/m/n' will be
(Font) scaled to size 12.0pt on input line 13. (Font) scaled to size 12.0pt on input line 28.
LaTeX Font Info: Font shape `TU/LibertinusSans(0)/b/n' will be LaTeX Font Info: Font shape `TU/LibertinusSans(0)/b/n' will be
(Font) scaled to size 12.0pt on input line 13. (Font) scaled to size 12.0pt on input line 28.
<illustrations/jelle2.png, id=76, 890.32625pt x 292.09125pt> <illustrations/jelle1.png, id=117, 1474.50874pt x 458.71375pt>
File: illustrations/jelle2.png Graphic file (type png) File: illustrations/jelle1.png Graphic file (type png)
<use illustrations/jelle2.png> <use illustrations/jelle1.png>
Package luatex.def Info: illustrations/jelle2.png used on input line 13. Package luatex.def Info: illustrations/jelle1.png used on input line 28.
(luatex.def) Requested size: 260.18503pt x 85.35826pt. (luatex.def) Requested size: 274.37729pt x 85.35826pt.
<clock/output1.pdf, id=77, 578.16pt x 578.16pt> LaTeX Font Info: Font shape `TU/LibertinusMath-Regular.otf(2)/m/n' will be
File: clock/output1.pdf Graphic file (type pdf) (Font) scaled to size 12.00128pt on input line 28.
<use clock/output1.pdf> LaTeX Font Info: Font shape `TU/LibertinusMath-Regular.otf(2)/m/n' will be
Package luatex.def Info: clock/output1.pdf used on input line 13. (Font) scaled to size 8.00085pt on input line 28.
(luatex.def) Requested size: 85.35284pt x 85.35826pt. LaTeX Font Info: Font shape `TU/LibertinusMath-Regular.otf(2)/m/n' will be
(Font) scaled to size 6.00064pt on input line 28.
LaTeX Font Info: Font shape `TU/LibertinusMath-Regular.otf(3)/m/n' will be
(Font) scaled to size 11.99872pt on input line 28.
LaTeX Font Info: Font shape `TU/LibertinusMath-Regular.otf(3)/m/n' will be
(Font) scaled to size 7.99915pt on input line 28.
LaTeX Font Info: Font shape `TU/LibertinusMath-Regular.otf(3)/m/n' will be
(Font) scaled to size 5.99936pt on input line 28.
File: ls9.png Graphic file (type png) File: ls9.png Graphic file (type png)
<use ls9.png> <use ls9.png>
Package luatex.def Info: ls9.png used on input line 13. Package luatex.def Info: ls9.png used on input line 28.
(luatex.def) Requested size: 28.45274pt x 30.83527pt. (luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps> Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37 (epstopdf) date: 2021-08-17 16:51:37
@ -3447,30 +3459,25 @@ to.pdf>
(epstopdf) size: 14274 bytes (epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk (epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps> -eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 13. (epstopdf) \includegraphics on input line 28.
Package epstopdf Info: Output file is already uptodate. Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf) File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf> <use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 13. on input line 28.
(luatex.def) Requested size: 131.13866pt x 21.33955pt. (luatex.def) Requested size: 131.13866pt x 21.33955pt.
[8 [8
<./illustrations/jelle2.png><./clock/output1.pdf>]) <./illustrations/jelle1.png>])
(./topics/simon1.tex (./topics/simon1.tex
<illustrations/simon1.png, id=129, 851.18pt x 470.75874pt> <illustrations/simon1.png, id=126, 890.32625pt x 292.09125pt>
File: illustrations/simon1.png Graphic file (type png) File: illustrations/simon1.png Graphic file (type png)
<use illustrations/simon1.png> <use illustrations/simon1.png>
Package luatex.def Info: illustrations/simon1.png used on input line 13. Package luatex.def Info: illustrations/simon1.png used on input line 28.
(luatex.def) Requested size: 154.33574pt x 85.35826pt. (luatex.def) Requested size: 260.18503pt x 85.35826pt.
<clock/output2.pdf, id=130, 578.16pt x 578.16pt>
File: clock/output2.pdf Graphic file (type pdf)
<use clock/output2.pdf>
Package luatex.def Info: clock/output2.pdf used on input line 13.
(luatex.def) Requested size: 85.35284pt x 85.35826pt.
File: ls9.png Graphic file (type png) File: ls9.png Graphic file (type png)
<use ls9.png> <use ls9.png>
Package luatex.def Info: ls9.png used on input line 13. Package luatex.def Info: ls9.png used on input line 28.
(luatex.def) Requested size: 28.45274pt x 30.83527pt. (luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps> Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37 (epstopdf) date: 2021-08-17 16:51:37
@ -3481,30 +3488,24 @@ to.pdf>
(epstopdf) size: 14274 bytes (epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk (epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps> -eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 13. (epstopdf) \includegraphics on input line 28.
Package epstopdf Info: Output file is already uptodate. Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf) File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf> <use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 13. on input line 28.
(luatex.def) Requested size: 131.13866pt x 21.33955pt. (luatex.def) Requested size: 131.13866pt x 21.33955pt.
[9 [9
<./illustrations/simon1.png><./clock/output2.pdf>]) <./illustrations/simon1.png>]) (./topics/simon3.tex
(./topics/simon3.tex <illustrations/simon3.png, id=135, 578.16pt x 431.4519pt>
<illustrations/simon3.png, id=180, 578.16pt x 431.4519pt>
File: illustrations/simon3.png Graphic file (type png) File: illustrations/simon3.png Graphic file (type png)
<use illustrations/simon3.png> <use illustrations/simon3.png>
Package luatex.def Info: illustrations/simon3.png used on input line 13. Package luatex.def Info: illustrations/simon3.png used on input line 28.
(luatex.def) Requested size: 114.37723pt x 85.35826pt. (luatex.def) Requested size: 114.37723pt x 85.35826pt.
<clock/output3.pdf, id=181, 578.16pt x 578.16pt>
File: clock/output3.pdf Graphic file (type pdf)
<use clock/output3.pdf>
Package luatex.def Info: clock/output3.pdf used on input line 13.
(luatex.def) Requested size: 85.35284pt x 85.35826pt.
File: ls9.png Graphic file (type png) File: ls9.png Graphic file (type png)
<use ls9.png> <use ls9.png>
Package luatex.def Info: ls9.png used on input line 13. Package luatex.def Info: ls9.png used on input line 28.
(luatex.def) Requested size: 28.45274pt x 30.83527pt. (luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps> Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37 (epstopdf) date: 2021-08-17 16:51:37
@ -3515,30 +3516,25 @@ to.pdf>
(epstopdf) size: 14274 bytes (epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk (epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps> -eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 13. (epstopdf) \includegraphics on input line 28.
Package epstopdf Info: Output file is already uptodate. Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf) File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf> <use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 13. on input line 28.
(luatex.def) Requested size: 131.13866pt x 21.33955pt. (luatex.def) Requested size: 131.13866pt x 21.33955pt.
[10
<./illustrations/simon3.png><./clock/output3.pdf>]) [10
(./topics/daniel1.tex
<illustrations/daniel1.jpeg, id=231, 1284.8pt x 722.7pt> <./illustrations/simon3.png>]) (./topics/daniel1.tex
<illustrations/daniel1.jpeg, id=143, 1284.8pt x 722.7pt>
File: illustrations/daniel1.jpeg Graphic file (type jpg) File: illustrations/daniel1.jpeg Graphic file (type jpg)
<use illustrations/daniel1.jpeg> <use illustrations/daniel1.jpeg>
Package luatex.def Info: illustrations/daniel1.jpeg used on input line 13. Package luatex.def Info: illustrations/daniel1.jpeg used on input line 28.
(luatex.def) Requested size: 151.73839pt x 85.35826pt. (luatex.def) Requested size: 151.73839pt x 85.35826pt.
<clock/output4.pdf, id=232, 578.16pt x 578.16pt>
File: clock/output4.pdf Graphic file (type pdf)
<use clock/output4.pdf>
Package luatex.def Info: clock/output4.pdf used on input line 13.
(luatex.def) Requested size: 85.35284pt x 85.35826pt.
File: ls9.png Graphic file (type png) File: ls9.png Graphic file (type png)
<use ls9.png> <use ls9.png>
Package luatex.def Info: ls9.png used on input line 13. Package luatex.def Info: ls9.png used on input line 28.
(luatex.def) Requested size: 28.45274pt x 30.83527pt. (luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps> Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37 (epstopdf) date: 2021-08-17 16:51:37
@ -3549,30 +3545,24 @@ to.pdf>
(epstopdf) size: 14274 bytes (epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk (epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps> -eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 13. (epstopdf) \includegraphics on input line 28.
Package epstopdf Info: Output file is already uptodate. Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf) File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf> <use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 13. on input line 28.
(luatex.def) Requested size: 131.13866pt x 21.33955pt. (luatex.def) Requested size: 131.13866pt x 21.33955pt.
[11 [11
<./illustrations/daniel1.jpeg><./clock/output4.pdf>]) <./illustrations/daniel1.jpeg>]) (./topics/daniel2.tex
(./topics/daniel2.tex <illustrations/daniel2.png, id=152, 672.5125pt x 244.915pt>
<illustrations/daniel2.png, id=284, 672.5125pt x 244.915pt>
File: illustrations/daniel2.png Graphic file (type png) File: illustrations/daniel2.png Graphic file (type png)
<use illustrations/daniel2.png> <use illustrations/daniel2.png>
Package luatex.def Info: illustrations/daniel2.png used on input line 13. Package luatex.def Info: illustrations/daniel2.png used on input line 28.
(luatex.def) Requested size: 234.37724pt x 85.35826pt. (luatex.def) Requested size: 234.37724pt x 85.35826pt.
<clock/output5.pdf, id=285, 578.16pt x 578.16pt>
File: clock/output5.pdf Graphic file (type pdf)
<use clock/output5.pdf>
Package luatex.def Info: clock/output5.pdf used on input line 13.
(luatex.def) Requested size: 85.35284pt x 85.35826pt.
File: ls9.png Graphic file (type png) File: ls9.png Graphic file (type png)
<use ls9.png> <use ls9.png>
Package luatex.def Info: ls9.png used on input line 13. Package luatex.def Info: ls9.png used on input line 28.
(luatex.def) Requested size: 28.45274pt x 30.83527pt. (luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps> Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37 (epstopdf) date: 2021-08-17 16:51:37
@ -3583,30 +3573,25 @@ to.pdf>
(epstopdf) size: 14274 bytes (epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk (epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps> -eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 13. (epstopdf) \includegraphics on input line 28.
Package epstopdf Info: Output file is already uptodate. Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf) File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf> <use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 13. on input line 28.
(luatex.def) Requested size: 131.13866pt x 21.33955pt. (luatex.def) Requested size: 131.13866pt x 21.33955pt.
[12 [12
<./illustrations/daniel2.png><./clock/output5.pdf>]) <./illustrations/daniel2.png>])
(./topics/bin1.tex (./topics/bin1.tex
<illustrations/bin1.png, id=335, 1468.48625pt x 566.115pt> <illustrations/bin1.png, id=160, 1468.48625pt x 566.115pt>
File: illustrations/bin1.png Graphic file (type png) File: illustrations/bin1.png Graphic file (type png)
<use illustrations/bin1.png> <use illustrations/bin1.png>
Package luatex.def Info: illustrations/bin1.png used on input line 13. Package luatex.def Info: illustrations/bin1.png used on input line 28.
(luatex.def) Requested size: 221.4062pt x 85.35826pt. (luatex.def) Requested size: 221.4062pt x 85.35826pt.
<clock/output6.pdf, id=336, 578.16pt x 578.16pt>
File: clock/output6.pdf Graphic file (type pdf)
<use clock/output6.pdf>
Package luatex.def Info: clock/output6.pdf used on input line 13.
(luatex.def) Requested size: 85.35284pt x 85.35826pt.
File: ls9.png Graphic file (type png) File: ls9.png Graphic file (type png)
<use ls9.png> <use ls9.png>
Package luatex.def Info: ls9.png used on input line 13. Package luatex.def Info: ls9.png used on input line 28.
(luatex.def) Requested size: 28.45274pt x 30.83527pt. (luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps> Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37 (epstopdf) date: 2021-08-17 16:51:37
@ -3617,230 +3602,29 @@ to.pdf>
(epstopdf) size: 14274 bytes (epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk (epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps> -eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 13. (epstopdf) \includegraphics on input line 28.
Package epstopdf Info: Output file is already uptodate. Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf) File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf> <use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 13. on input line 28.
(luatex.def) Requested size: 131.13866pt x 21.33955pt. (luatex.def) Requested size: 131.13866pt x 21.33955pt.
[13 [13
<./illustrations/bin1.png><./clock/output6.pdf>]) <./illustrations/bin1.png>]) (./topics/simon5.tex
(./topics/simon2.tex <illustrations/simon5.png, id=168, 961.5925pt x 285.065pt>
<illustrations/simon2.jpg, id=386, 201.6333pt x 191.9973pt> File: illustrations/simon5.png Graphic file (type png)
File: illustrations/simon2.jpg Graphic file (type jpg) <use illustrations/simon5.png>
<use illustrations/simon2.jpg> Package luatex.def Info: illustrations/simon5.png used on input line 28.
Package luatex.def Info: illustrations/simon2.jpg used on input line 13. (luatex.def) Requested size: 287.92241pt x 85.35826pt.
(luatex.def) Requested size: 89.64192pt x 85.35826pt.
<clock/output7.pdf, id=387, 578.16pt x 578.16pt>
File: clock/output7.pdf Graphic file (type pdf)
<use clock/output7.pdf>
Package luatex.def Info: clock/output7.pdf used on input line 13.
(luatex.def) Requested size: 85.35284pt x 85.35826pt.
File: ls9.png Graphic file (type png)
<use ls9.png>
Package luatex.def Info: ls9.png used on input line 13.
(luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 339494 bytes
(epstopdf) Output file: <illustrations/tud_logo_cmyk-eps-converted-
to.pdf>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 13.
Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 13.
(luatex.def) Requested size: 131.13866pt x 21.33955pt.
[14
<./illustrations/simon2.jpg><./clock/output7.pdf>]) Overfull \hbox (4.93138pt too wide) in paragraph at lines 28--28
(./topics/simon4.tex []
<illustrations/simon4.png, id=437, 813.0375pt x 596.2275pt>
File: illustrations/simon4.png Graphic file (type png)
<use illustrations/simon4.png>
Package luatex.def Info: illustrations/simon4.png used on input line 13.
(luatex.def) Requested size: 116.3925pt x 85.35826pt.
<clock/output8.pdf, id=438, 578.16pt x 578.16pt>
File: clock/output8.pdf Graphic file (type pdf)
<use clock/output8.pdf>
Package luatex.def Info: clock/output8.pdf used on input line 13.
(luatex.def) Requested size: 85.35284pt x 85.35826pt.
File: ls9.png Graphic file (type png)
<use ls9.png>
Package luatex.def Info: ls9.png used on input line 13.
(luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 339494 bytes
(epstopdf) Output file: <illustrations/tud_logo_cmyk-eps-converted-
to.pdf>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 13.
Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 13.
(luatex.def) Requested size: 131.13866pt x 21.33955pt.
[15
<./illustrations/simon4.png><./clock/output8.pdf>])
(./topics/benedikt1.tex
<illustrations/benedikt1.png, id=488, 1471.4975pt x 1052.93375pt>
File: illustrations/benedikt1.png Graphic file (type png)
<use illustrations/benedikt1.png>
Package luatex.def Info: illustrations/benedikt1.png used on input line 13.
(luatex.def) Requested size: 119.27147pt x 85.35826pt.
<clock/output9.pdf, id=489, 578.16pt x 578.16pt>
File: clock/output9.pdf Graphic file (type pdf)
<use clock/output9.pdf>
Package luatex.def Info: clock/output9.pdf used on input line 13.
(luatex.def) Requested size: 85.35284pt x 85.35826pt.
File: ls9.png Graphic file (type png)
<use ls9.png>
Package luatex.def Info: ls9.png used on input line 13.
(luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 339494 bytes
(epstopdf) Output file: <illustrations/tud_logo_cmyk-eps-converted-
to.pdf>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 13.
Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 13.
(luatex.def) Requested size: 131.13866pt x 21.33955pt.
[16
<./illustrations/benedikt1.png><./clock/output9.pdf>]) (./topics/chiara.tex
<illustrations/chiara.jpeg, id=539, 1813.77625pt x 820.06375pt>
File: illustrations/chiara.jpeg Graphic file (type jpg)
<use illustrations/chiara.jpeg>
Package luatex.def Info: illustrations/chiara.jpeg used on input line 13.
(luatex.def) Requested size: 188.77773pt x 85.35826pt.
<clock/output10.pdf, id=540, 578.16pt x 578.16pt>
File: clock/output10.pdf Graphic file (type pdf)
<use clock/output10.pdf>
Package luatex.def Info: clock/output10.pdf used on input line 13.
(luatex.def) Requested size: 85.35284pt x 85.35826pt.
File: ls9.png Graphic file (type png)
<use ls9.png>
Package luatex.def Info: ls9.png used on input line 13.
(luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 339494 bytes
(epstopdf) Output file: <illustrations/tud_logo_cmyk-eps-converted-
to.pdf>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 13.
Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 13.
(luatex.def) Requested size: 131.13866pt x 21.33955pt.
[17
<./illustrations/chiara.jpeg><./clock/output10.pdf>]) (./topics/bin2.tex
<illustrations/bin2.png, id=590, 803.0pt x 401.5pt>
File: illustrations/bin2.png Graphic file (type png)
<use illustrations/bin2.png>
Package luatex.def Info: illustrations/bin2.png used on input line 13.
(luatex.def) Requested size: 170.71794pt x 85.35826pt.
<clock/output11.pdf, id=591, 578.16pt x 578.16pt>
File: clock/output11.pdf Graphic file (type pdf)
<use clock/output11.pdf>
Package luatex.def Info: clock/output11.pdf used on input line 13.
(luatex.def) Requested size: 85.35284pt x 85.35826pt.
File: ls9.png Graphic file (type png)
<use ls9.png>
Package luatex.def Info: ls9.png used on input line 13.
(luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 339494 bytes
(epstopdf) Output file: <illustrations/tud_logo_cmyk-eps-converted-
to.pdf>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 13.
Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 13.
(luatex.def) Requested size: 131.13866pt x 21.33955pt.
[18
<./illustrations/bin2.png><./clock/output11.pdf>])
(./topics/jelle1.tex
<illustrations/jelle1.jpeg, id=643, 617.30624pt x 433.62pt>
File: illustrations/jelle1.jpeg Graphic file (type jpg)
<use illustrations/jelle1.jpeg>
Package luatex.def Info: illustrations/jelle1.jpeg used on input line 13.
(luatex.def) Requested size: 121.50926pt x 85.35826pt.
<clock/output12.pdf, id=644, 578.16pt x 578.16pt>
File: clock/output12.pdf Graphic file (type pdf)
<use clock/output12.pdf>
Package luatex.def Info: clock/output12.pdf used on input line 13.
(luatex.def) Requested size: 85.35284pt x 85.35826pt.
File: ls9.png Graphic file (type png)
<use ls9.png>
Package luatex.def Info: ls9.png used on input line 13.
(luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 339494 bytes
(epstopdf) Output file: <illustrations/tud_logo_cmyk-eps-converted-
to.pdf>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 13.
Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 13.
(luatex.def) Requested size: 131.13866pt x 21.33955pt.
[19
<./illustrations/jelle1.jpeg><./clock/output12.pdf>])
<clock/output.pdf, id=694, 578.16pt x 578.16pt>
File: clock/output.pdf Graphic file (type pdf)
<use clock/output.pdf>
Package luatex.def Info: clock/output.pdf used on input line 172.
(luatex.def) Requested size: 199.16547pt x 199.16928pt.
Overfull \vbox (22.90503pt too high) detected at line 172
[] []
File: ls9.png Graphic file (type png) File: ls9.png Graphic file (type png)
<use ls9.png> <use ls9.png>
Package luatex.def Info: ls9.png used on input line 172. Package luatex.def Info: ls9.png used on input line 28.
(luatex.def) Requested size: 28.45274pt x 30.83527pt. (luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps> Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37 (epstopdf) date: 2021-08-17 16:51:37
@ -3851,16 +3635,243 @@ to.pdf>
(epstopdf) size: 14274 bytes (epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk (epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps> -eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 172. (epstopdf) \includegraphics on input line 28.
Package epstopdf Info: Output file is already uptodate. Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf) File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf> <use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 172. on input line 28.
(luatex.def) Requested size: 131.13866pt x 21.33955pt. (luatex.def) Requested size: 131.13866pt x 21.33955pt.
[20 [14
<./clock/output.pdf>] <./illustrations/simon5.png>]) (./topics/simon2.tex
<illustrations/simon2.jpg, id=177, 201.6333pt x 191.9973pt>
File: illustrations/simon2.jpg Graphic file (type jpg)
<use illustrations/simon2.jpg>
Package luatex.def Info: illustrations/simon2.jpg used on input line 28.
(luatex.def) Requested size: 89.64192pt x 85.35826pt.
File: ls9.png Graphic file (type png)
<use ls9.png>
Package luatex.def Info: ls9.png used on input line 28.
(luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 339494 bytes
(epstopdf) Output file: <illustrations/tud_logo_cmyk-eps-converted-
to.pdf>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 28.
Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 28.
(luatex.def) Requested size: 131.13866pt x 21.33955pt.
[15
<./illustrations/simon2.jpg>]) (./topics/simon4.tex
<illustrations/simon4.png, id=185, 813.0375pt x 596.2275pt>
File: illustrations/simon4.png Graphic file (type png)
<use illustrations/simon4.png>
Package luatex.def Info: illustrations/simon4.png used on input line 28.
(luatex.def) Requested size: 116.3925pt x 85.35826pt.
File: ls9.png Graphic file (type png)
<use ls9.png>
Package luatex.def Info: ls9.png used on input line 28.
(luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 339494 bytes
(epstopdf) Output file: <illustrations/tud_logo_cmyk-eps-converted-
to.pdf>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 28.
Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 28.
(luatex.def) Requested size: 131.13866pt x 21.33955pt.
[16
<./illustrations/simon4.png>])
(./topics/benedikt1.tex
<illustrations/benedikt1.png, id=193, 1471.4975pt x 1052.93375pt>
File: illustrations/benedikt1.png Graphic file (type png)
<use illustrations/benedikt1.png>
Package luatex.def Info: illustrations/benedikt1.png used on input line 28.
(luatex.def) Requested size: 119.27147pt x 85.35826pt.
File: ls9.png Graphic file (type png)
<use ls9.png>
Package luatex.def Info: ls9.png used on input line 28.
(luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 339494 bytes
(epstopdf) Output file: <illustrations/tud_logo_cmyk-eps-converted-
to.pdf>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 28.
Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 28.
(luatex.def) Requested size: 131.13866pt x 21.33955pt.
[17
<./illustrations/benedikt1.png>])
(./topics/chiara.tex
<illustrations/chiara.jpeg, id=201, 1813.77625pt x 820.06375pt>
File: illustrations/chiara.jpeg Graphic file (type jpg)
<use illustrations/chiara.jpeg>
Package luatex.def Info: illustrations/chiara.jpeg used on input line 28.
(luatex.def) Requested size: 188.77773pt x 85.35826pt.
File: ls9.png Graphic file (type png)
<use ls9.png>
Package luatex.def Info: ls9.png used on input line 28.
(luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 339494 bytes
(epstopdf) Output file: <illustrations/tud_logo_cmyk-eps-converted-
to.pdf>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 28.
Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 28.
(luatex.def) Requested size: 131.13866pt x 21.33955pt.
[18
<./illustrations/chiara.jpeg>]) (./topics/bin2.tex
<illustrations/bin2.png, id=209, 803.0pt x 401.5pt>
File: illustrations/bin2.png Graphic file (type png)
<use illustrations/bin2.png>
Package luatex.def Info: illustrations/bin2.png used on input line 28.
(luatex.def) Requested size: 170.71794pt x 85.35826pt.
File: ls9.png Graphic file (type png)
<use ls9.png>
Package luatex.def Info: ls9.png used on input line 28.
(luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 339494 bytes
(epstopdf) Output file: <illustrations/tud_logo_cmyk-eps-converted-
to.pdf>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 28.
Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 28.
(luatex.def) Requested size: 131.13866pt x 21.33955pt.
[19
<./illustrations/bin2.png>]) (./topics/jelle2.tex
<illustrations/jelle2.jpeg, id=218, 617.30624pt x 433.62pt>
File: illustrations/jelle2.jpeg Graphic file (type jpg)
<use illustrations/jelle2.jpeg>
Package luatex.def Info: illustrations/jelle2.jpeg used on input line 28.
(luatex.def) Requested size: 121.50926pt x 85.35826pt.
File: ls9.png Graphic file (type png)
<use ls9.png>
Package luatex.def Info: ls9.png used on input line 28.
(luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 339494 bytes
(epstopdf) Output file: <illustrations/tud_logo_cmyk-eps-converted-
to.pdf>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 28.
Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 28.
(luatex.def) Requested size: 131.13866pt x 21.33955pt.
[20
<./illustrations/jelle2.jpeg>]) (./topics/daniel3.tex
warning (file illustrations/daniel3.jpg) (readjpg): Exif resolution 300dpi x 30
0dpi differs from the input resolution 72dpi x 72dpi
<illustrations/daniel3.jpg, id=226, 156.585pt x 96.36pt>
File: illustrations/daniel3.jpg Graphic file (type jpg)
<use illustrations/daniel3.jpg>
Package luatex.def Info: illustrations/daniel3.jpg used on input line 28.
(luatex.def) Requested size: 138.70554pt x 85.35826pt.
File: ls9.png Graphic file (type png)
<use ls9.png>
Package luatex.def Info: ls9.png used on input line 28.
(luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 339494 bytes
(epstopdf) Output file: <illustrations/tud_logo_cmyk-eps-converted-
to.pdf>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 28.
Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 28.
(luatex.def) Requested size: 131.13866pt x 21.33955pt.
[21
<./illustrations/daniel3.jpg
warning (readjpg): Exif resolution 300dpi x 300dpi differs from the input resol
ution 72dpi x 72dpi
>])
File: ls9.png Graphic file (type png)
<use ls9.png>
Package luatex.def Info: ls9.png used on input line 227.
(luatex.def) Requested size: 28.45274pt x 30.83527pt.
Package epstopdf Info: Source file: <illustrations/tud_logo_cmyk.eps>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 339494 bytes
(epstopdf) Output file: <illustrations/tud_logo_cmyk-eps-converted-
to.pdf>
(epstopdf) date: 2021-08-17 16:51:37
(epstopdf) size: 14274 bytes
(epstopdf) Command: <epstopdf --outfile=illustrations/tud_logo_cmyk
-eps-converted-to.pdf illustrations/tud_logo_cmyk.eps>
(epstopdf) \includegraphics on input line 227.
Package epstopdf Info: Output file is already uptodate.
File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf)
<use illustrations/tud_logo_cmyk-eps-converted-to.pdf>
Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used
on input line 227.
(luatex.def) Requested size: 131.13866pt x 21.33955pt.
[22
]
\tf@nav=\write11 \tf@nav=\write11
\openout11 = slides.nav \openout11 = slides.nav
@ -3943,24 +3954,25 @@ Package logreq Info: Writing requests to 'slides.run.xml'.
) )
Here is how much of LuaTeX's memory you used: Here is how much of LuaTeX's memory you used:
65841 strings out of 478531 65958 strings out of 478531
125189,2848258 words of node,token memory allocated 125189,2848258 words of node,token memory allocated
2812 words of node memory still in use: 8803 words of node memory still in use:
48 hlist, 9 vlist, 7 rule, 5 disc, 6 local_par, 77 glue, 15 kern, 16 penalty, 121 hlist, 11 vlist, 21 rule, 39 disc, 22 local_par, 4 math, 270 glue, 40 ker
1 margin_kern, 65 glyph, 87 attribute, 92 glue_spec, 87 attribute_list, 4 write n, 63 penalty, 5 margin_kern, 361 glyph, 256 attribute, 92 glue_spec, 256 attrib
, 30 pdf_colorstack, 2 pdf_setmatrix, 2 pdf_save, 2 pdf_restore nodes ute_list, 4 write, 24 pdf_literal, 92 pdf_colorstack, 1 pdf_setmatrix, 1 pdf_sav
avail lists: 1:3,2:640,3:251,4:414,5:224,6:57,7:2903,8:9,9:474,10:24,11:200,1 e, 1 pdf_restore nodes
avail lists: 1:3,2:387,3:215,4:335,5:215,6:59,7:2079,8:9,9:466,10:24,11:136,1
2:1 2:1
81266 multiletter control sequences out of 65536+600000 81249 multiletter control sequences out of 65536+600000
98 fonts using 28101479 bytes 116 fonts using 34613951 bytes
136i,20n,154p,819b,2327s stack positions out of 5000i,500n,10000p,200000b,80000s 136i,20n,154p,819b,2327s stack positions out of 5000i,500n,10000p,200000b,80000s
</usr/share/texmf-dist/fonts/opentype/public/libertinus-fonts/LibertinusSans-Bol </usr/share/texmf-dist/fonts/opentype/public/libertinus-fonts/LibertinusSans-Bol
d.otf></usr/share/texmf-dist/fonts/opentype/public/libertinus-fonts/LibertinusSa d.otf></usr/share/texmf-dist/fonts/opentype/public/libertinus-fonts/LibertinusSa
ns-Regular.otf> ns-Regular.otf>
Output written on slides.pdf (20 pages, 1697670 bytes). Output written on slides.pdf (22 pages, 2035288 bytes).
PDF statistics: 764 PDF objects out of 1000 (max. 8388607) PDF statistics: 262 PDF objects out of 1000 (max. 8388607)
267 compressed objects within 3 object streams 172 compressed objects within 2 object streams
43 named destinations out of 1000 (max. 131072) 47 named destinations out of 1000 (max. 131072)
32 words of extra memory for PDF output out of 10000 (max. 100000000) 32 words of extra memory for PDF output out of 10000 (max. 100000000)

View File

@ -90,8 +90,16 @@
\headcommand {\slideentry {2}{0}{13}{20/20}{}{0}} \headcommand {\slideentry {2}{0}{13}{20/20}{}{0}}
\defcounter {refsection}{0}\relax \defcounter {refsection}{0}\relax
\headcommand {\beamer@framepages {20}{20}} \headcommand {\beamer@framepages {20}{20}}
\headcommand {\beamer@partpages {1}{20}} \defcounter {refsection}{0}\relax
\headcommand {\beamer@subsectionpages {8}{20}} \headcommand {\slideentry {2}{0}{14}{21/21}{}{0}}
\headcommand {\beamer@sectionpages {8}{20}} \defcounter {refsection}{0}\relax
\headcommand {\beamer@documentpages {20}} \headcommand {\beamer@framepages {21}{21}}
\headcommand {\gdef \inserttotalframenumber {19}} \defcounter {refsection}{0}\relax
\headcommand {\slideentry {2}{0}{15}{22/22}{}{0}}
\defcounter {refsection}{0}\relax
\headcommand {\beamer@framepages {22}{22}}
\headcommand {\beamer@partpages {1}{22}}
\headcommand {\beamer@subsectionpages {8}{22}}
\headcommand {\beamer@sectionpages {8}{22}}
\headcommand {\beamer@documentpages {22}}
\headcommand {\gdef \inserttotalframenumber {21}}

Binary file not shown.

View File

@ -43,6 +43,10 @@
\item Some Formal Stuff \item Some Formal Stuff
\item Short Overview of the Topics \item Short Overview of the Topics
\end{itemize} \end{itemize}
\begin{center}
\includegraphics[height=4cm]{assigns.pdf}
\end{center}
\end{column} \end{column}
\begin{column}{.475\textwidth} \begin{column}{.475\textwidth}
@ -62,7 +66,7 @@
\begin{frame} \begin{frame}
\begin{itemize} \begin{itemize}
\item This seminar is overbooked and there are dozens of students that we were not able to assign a seminar this semester \item This seminar is overbooked and there are dozens of students that we were not able to assign a seminar this semester
\item Many of you are also not fullfilling the suggested requirements and should have time to hear a Seminar next year, while staying in regular study time. \item Many of you should also have time to hear a Seminar next year, while staying in regular study time.
\item So if youre not sure that you want to participate in this course, please consider that you are taking the place of a potentially very motivated student! \item So if youre not sure that you want to participate in this course, please consider that you are taking the place of a potentially very motivated student!
\item If you want to make place for another Student: No hard feelings, just write an email to Simon.Kluettermann@cs.tu-dortmund.de. \item If you want to make place for another Student: No hard feelings, just write an email to Simon.Kluettermann@cs.tu-dortmund.de.
@ -91,14 +95,15 @@
\end{frame} \end{frame}
\begin{frame} \begin{frame}
\frametitle{Grading} \frametitle{Timeline}
\begin{enumerate} \begin{enumerate}
\item Presentation in Class \item Presentation in Class (Blockseminar, 26-28.01.2022 13:00-17:00)
\item Writing of your Report \item Discussion of your Findings (afterwards)
\item Discussion of your Findings \item Writing of your Report (till 30.01.2022 23:59)
\item Critizise the Paper of another random Student (till 06.02.2022 23:59)
\end{enumerate} \end{enumerate}
\begin{itemize} \begin{itemize}
\item All parts required and graded equally \item All parts required!
\end{itemize} \end{itemize}
\vspace{3em} \vspace{3em}
\begin{itemize} \begin{itemize}
@ -108,19 +113,23 @@
\begin{frame} \begin{frame}
\frametitle{Tasks of this Seminar} \frametitle{Tasks of this Seminar}
\begin{itemize} %\begin{itemize}
\item Required: willingless to learn something new % \item Required: willingless to learn something new
\item Also useful: A basic understanding of machine learning, statistics and linear algebra % \item Also useful: A basic understanding of machine learning, statistics and linear algebra
%\end{itemize}
\begin{enumerate} \begin{enumerate}
\item Choose a couple of Topics from our list, you will be assigned to one of them \item Choose a couple of topics from our list, you will be assigned to one of them
\item Read and understand the Paper given to you \item Read and understand the paper given to you
\item Find, read and understand related literature. It is probably impossible to get a good picture about your Topic from just one Paper \item Find, read and understand related literature. It is probably impossible to get a good picture about your topic from just one paper
\item Critically analyze the suggested Ideas and compare them to the literature \item Critically analyze the suggested ideas and compare them to the literature
\end{enumerate} \end{enumerate}
\begin{itemize}
\item Final Results: \item Final Results:
\begin{itemize} \begin{itemize}
\item Presentation (30min +10min discussion) \item Presentation (30min +10min discussion)
\item Written Report (at least 6 Pages double column, ACM template) \item Written Report (at least 6 Pages double column, ACM template equivalent)
\item Critique of another written report
\end{itemize} \end{itemize}
\end{itemize} \end{itemize}
@ -133,7 +142,7 @@
\item Feel free to ask as many Questions as you want \item Feel free to ask as many Questions as you want
\item If you want to discuss your Topic with somebody, make an appointment with your Supervisor \item If you want to discuss your Topic with somebody, make an appointment with your Supervisor
\item the same holds for your Presentation/Report \item the same holds for your Presentation/Report
\item Also any Feedback is always appreciated \item Any Feedback is always appreciated
\end{itemize} \end{itemize}
\end{frame} \end{frame}
@ -146,7 +155,7 @@
\section{Topics} \section{Topics}
%Data Concepts %Data Concepts
\subfile{topics/jelle2.tex} \subfile{topics/jelle1.tex}
\subfile{topics/simon1.tex} \subfile{topics/simon1.tex}
\subfile{topics/simon3.tex} \subfile{topics/simon3.tex}
@ -154,6 +163,7 @@
\subfile{topics/daniel1.tex} \subfile{topics/daniel1.tex}
\subfile{topics/daniel2.tex} \subfile{topics/daniel2.tex}
\subfile{topics/bin1.tex} \subfile{topics/bin1.tex}
\subfile{topics/simon5.tex}
\subfile{topics/simon2.tex} \subfile{topics/simon2.tex}
\subfile{topics/simon4.tex} \subfile{topics/simon4.tex}
@ -163,13 +173,58 @@
%Application %Application
\subfile{topics/bin2.tex} \subfile{topics/bin2.tex}
\subfile{topics/jelle1.tex} \subfile{topics/jelle2.tex}
\subfile{topics/daniel3.tex}
\begin{frame} %\begin{frame}
\begin{center} %\begin{center}
\includegraphics[height=7cm]{clock/output.pdf}
\end{center} %\begin{table}[]
\end{frame} %\begin{tabular}{|l|l|l|}
%\hline
%1: AD for Monitoring & 2: High dim Data & 3: Graph Data \\ \hline
%4: LOF & 5: Subspace prep & 6: Transformations for AD \\ \hline
%7: GANs & 8: Ensembles & 9: Active AD \\ \hline
%10: Interpretation & 11: Explainability & 12: Application: Device Failure \\ \hline
%13: Application: Video Data & 14: Application: Spacecrafts & Any other ideas? \\ \hline
%\end{tabular}
%\end{table}
% \end{center}
% \end{frame}
\begin{frame}
\begin{columns}
\begin{column}{0.475\textwidth}
\begin{itemize}
\item 1: AD for Monitoring
\item 2: High dimensional Data
\item 3: Graph Data (*2?)
\item 4: LOF
\item 5: Subspace preprocessing
\item 6: Transformations
\item 7: GANs for AD
\end{itemize}
\end{column}
\begin{column}{0.475\textwidth}
\begin{itemize}
\item 8: Ensembles
\item 9: Active AD
\item 10: Interpretation
\item 11: Explainability
\item 12: Application: Device Failure
\item 13: Application: Video Data
\item 14: Application: Spacecrafts
\item Any other ideas?
\end{itemize}
\end{column}
\end{columns}
\end{frame}

63
summary.txt Normal file
View File

@ -0,0 +1,63 @@
Contextual Outliers
This Paper focuses on interpretability of anomaly detection methods. The Method described works by splitting up the set of normal events into groups and tries to relate any abnormal event to its surrounding normal ones. I would say it is more practical and I want to strongly encurage you to implement this algorithm if choosen.
https://arxiv.org/abs/1711.10589
Active AD via Ensembles...
This Paper tries do to a lot. I suggest that you focus on the active learning part. Alternatively we have also a paper on ensembles so if you both want, you can combine these papers to be worked on by two Students. Active AD extends the task of finding anomalies to the case in which the anomaly status of the training events is not clearly defined. Its focus here lies in minimizing the amount of human work needed to classify a given dataset (given some labels, train a model, find those new events that are unclear, classify those, restart).
I want to note here, that great work on an easy topic if for us the same as good work on a hard topic.
https://arxiv.org/pdf/1901.08930
Interpretable AD for Device Failure
This is an Application Paper. Its complexity comes mostly from the fact that real world data is messy and the Paper addresses ways to mitigate this.
https://arxiv.org/pdf/2007.10088
Neural Transformation Learning for Deep Anomaly Detection Beyond Images
While for Image data, certain pre-Transformations(like Rotations) can clearly improve Machine Learning Tasks like Anomaly Detection, this is much less well defined for Time-Series/Tabular data. This Paper tries to solve this by defining learnable Transformations.
https://arxiv.org/pdf/2103.16440
Unsupervised Anomaly Detection Ensembles using Item Response Theory
Different AD algorithms are usually better at finding different types of anomalies. To get a more general algorithm you can combine multiple ones into one using Ensembles.
This Paper could be merged together with "Active AD via Ensembles" to be handled by two students.
https://arxiv.org/pdf/2106.06243
A Comprehensive Survey on Graph Anomaly Detection with Deep Learning
A lot of datasets that are interesting to AD (For example Email Communications or Trading Data) can be best represented as graphs. This provides unique challeges for AD algorithms.
This is a paper that could either be handled by two students or split up into two. Maybe one considers anomalous graphs, while the other one considers anomalous nodes in graphs.
https://arxiv.org/pdf/2106.07178
Additive Explanations for Anomalies Detected from Multivariate Temporal Data
Explaining why a given event is anomalous can be as important as detecting it, as it helps to create Trust. This Paper suggests a Method that is based on differentiating between features that contribute more and less.
It is also a quite short paper, so it is extra important to look for other papers.
https://dl.acm.org/doi/abs/10.1145/3357384.3358121
requires vpn, contact me if you have problems with this
Anomaly Detection for Monitoring
This is more a book and less of a Paper. So it should be perfect for you if you have not that much experience. If focusses on Time Series Analyses, namely the Task of detection when a continous datastream becomes anomalous. This is for examle useful for a machine supervised by sensors that at some point stops working (and thus changes the sensor output)
https://assets.dynatrace.com/content/dam/en/wp/Anomaly-Detection-for-Monitoring-Ruxit.pdf
Fast Unsupervised Anomaly Detection in Traffic Videos
This is another Application Paper. Its main complexity is the Input data type, as this uses videos (which are very high dimensional and contain temporal correlations). You will see how good preprocessing can make even a basic algorithm viable for complicated problems.
https://openaccess.thecvf.com/content_CVPRW_2020/papers/w35/Doshi_Fast_Unsupervised_Anomaly_Detection_in_Traffic_Videos_CVPRW_2020_paper.pdf
HiCS: High Contrast Subspaces for Density-Based Outlier Ranking
As most datapoints are quite high-dimensional, it is often the case that some features are useless and could actually take part in hiding the true abnomalities. This Paper suggests a method to select a subspace that filters out unimportant features.
This paper was cowritten by Prof. Müller and might be related to a future Masters thesis.
https://www.ipd.kit.edu/~muellere/publications/ICDE2012.pdf
LOF: identifying Density-Based Local Outliers
LOF is a classical algorithm used in many Applications. This is the original Paper introducing it. As this is a fairly old Paper, you will also find a lot of other sources describing LOF.
https://www.dbs.ifi.lmu.de/Publikationen/Papers/LOF.pdf
A comprehensive survey of anomaly detection techniques for high dimensional big data
Anomaly Detection is generally more complicated when you are given higher dimensional data (Curse of dimensionality). This seems a little weird, as usually machine learning improves when you are given more informations. I imagine it as useless features confusing this algorithm. This Paper could be seen as a study of this phenomena.
https://journalofbigdata.springeropen.com/track/pdf/10.1186/s40537-020-00320-x.pdf
A Survey on GANs for Anomaly Detection
GANs are an advanced ML method, normally used to generate really realistic artificial Images (check out https://thispersondoesnotexist.com/ if you have never done so). But these can also be used for anomaly detection. Your task would be to explain how.
https://arxiv.org/pdf/1906.11632
Detecting Spacecraft Anomalies Using LSTMs and Nonparametric Dynamic Thresholding
This is another Application Paper, but this time using a more complicated algorithms from recurrent ML. It tries to monitor the evergrowing amount of spacecrafts for anomalous behaviour.
https://arxiv.org/pdf/1802.04431

View File

@ -1,13 +1,28 @@
\begin{frame} \begin{frame}
\frametitle{Topic 9: Interpretation} \frametitle{Topic 10: Interpretation}
\Large \textbf{Contextual Outlier Interpretation} (Liu et al, 2017)\\ \Large \textbf{Contextual Outlier Interpretation} (Liu et al, 2017)\\
\LARGE \textbf{Supervisor:} Benedikt Böing (benedikt.boeing@cs.uni-dortmund.de)\\ \LARGE \textbf{Supervisor:} Benedikt Böing (benedikt.boeing@cs.uni-dortmund.de)\\
\begin{center} %\begin{center}
\includegraphics[height=3cm]{illustrations/benedikt1.png} %\includegraphics[height=3cm]{illustrations/benedikt1.png}
\includegraphics[height=3cm]{clock/output9.pdf} %\end{center}
\end{center}
\begin{columns}
\begin{column}{.675\textwidth}
\begin{center}
\includegraphics[height=3cm]{illustrations/benedikt1.png}
\end{center}
\end{column}
\begin{column}{.275\textwidth}
\begin{itemize}
\item Interpretabile AD: Create Trust
\item Understand by surrounding
\end{itemize}
\end{column}
\end{columns}
\end{frame} \end{frame}

View File

@ -4,10 +4,25 @@
\Large \textbf{Neural Transformation Learning for Deep Anomaly Detection Beyond Images} (Qui et al, 2021)\\ \Large \textbf{Neural Transformation Learning for Deep Anomaly Detection Beyond Images} (Qui et al, 2021)\\
\LARGE \textbf{Supervisor:} Bin Li (bin.li@tu-dortmund.de)\\ \LARGE \textbf{Supervisor:} Bin Li (bin.li@tu-dortmund.de)\\
\begin{center} %\begin{center}
\includegraphics[height=3cm]{illustrations/bin1.png} %\includegraphics[height=3cm]{illustrations/bin1.png}
\includegraphics[height=3cm]{clock/output6.pdf} %\end{center}
\end{center}
\begin{columns}
\begin{column}{.675\textwidth}
\begin{center}
\includegraphics[height=3cm]{illustrations/bin1.png}
\end{center}
\end{column}
\begin{column}{.275\textwidth}
\begin{itemize}
\item Pretransformations (like Rotations) can improve ML
\item For Time-Series: Make learnable
\end{itemize}
\end{column}
\end{columns}
\end{frame} \end{frame}

View File

@ -1,13 +1,28 @@
\begin{frame} \begin{frame}
\frametitle{Topic 11: Application: Interpretable Device Failure} \frametitle{Topic 12: Application: Interpretable Device Failure}
\Large \textbf{Interpretable, Multidimensional, Multimodal Anomaly Detection with Negative Sampling for Detection of Device Failure} (Sipple et al, 2020)\\ \Large \textbf{Interpretable, Multidimensional, Multimodal Anomaly Detection with Negative Sampling for Detection of Device Failure} (Sipple et al, 2020)\\
\LARGE \textbf{Supervisor:} Bin Li (bin.li@tu-dortmund.de)\\ \LARGE \textbf{Supervisor:} Bin Li (bin.li@tu-dortmund.de)\\
\begin{center} %\begin{center}
\includegraphics[height=3cm]{illustrations/bin2.png} %\includegraphics[height=3cm]{illustrations/bin2.png}
\includegraphics[height=3cm]{clock/output11.pdf} %\end{center}
\end{center}
\begin{columns}
\begin{column}{.675\textwidth}
\begin{center}
\includegraphics[height=3cm]{illustrations/bin2.png}
\end{center}
\end{column}
\begin{column}{.275\textwidth}
\begin{itemize}
\item real world data is messy
\item detect IOT devices that fail
\end{itemize}
\end{column}
\end{columns}
\end{frame} \end{frame}

View File

@ -1,13 +1,28 @@
\begin{frame} \begin{frame}
\frametitle{Topic 10: Explainability} \frametitle{Topic 11: Explainability}
\Large \textbf{Additive Explanations for Anomalies Detected from Multivariate Temporal Data } (Giurgiu, Schumann et al, 2019)\\ \Large \textbf{Additive Explanations for Anomalies Detected from Multivariate Temporal Data } (Giurgiu, Schumann et al, 2019)\\
\LARGE \textbf{Supervisor:} Chiara Balestra (chiara.balestra@cs.uni-dortmund.de)\\ \LARGE \textbf{Supervisor:} Chiara Balestra (chiara.balestra@cs.uni-dortmund.de)\\
\begin{center} %\begin{center}
\includegraphics[height=3cm]{illustrations/chiara.jpeg} %\includegraphics[height=3cm]{illustrations/chiara.jpeg}
\includegraphics[height=3cm]{clock/output10.pdf} %\end{center}
\end{center}
\begin{columns}
\begin{column}{.675\textwidth}
\begin{center}
\includegraphics[height=3cm]{illustrations/chiara.jpeg}
\end{center}
\end{column}
\begin{column}{.275\textwidth}
\begin{itemize}
\item Measure contributions of features
\item Your own Literature Research is extra important
\end{itemize}
\end{column}
\end{columns}
\end{frame} \end{frame}

View File

@ -4,10 +4,25 @@
\Large \textbf{LOF: Identifying Density-Based Local Outliers} (Breunig et al, 2000)\\ \Large \textbf{LOF: Identifying Density-Based Local Outliers} (Breunig et al, 2000)\\
\LARGE \textbf{Supervisor:} Daniel Wilmes (daniel.wilmes@cs.uni-dortmund.de)\\ \LARGE \textbf{Supervisor:} Daniel Wilmes (daniel.wilmes@cs.uni-dortmund.de)\\
\begin{center} %\begin{center}
\includegraphics[height=3cm]{illustrations/daniel1.jpeg} %\includegraphics[height=3cm]{illustrations/daniel1.jpeg}
\includegraphics[height=3cm]{clock/output4.pdf} %\end{center}
\end{center}
\begin{columns}
\begin{column}{.675\textwidth}
\begin{center}
\includegraphics[height=3cm]{illustrations/daniel1.jpeg}
\end{center}
\end{column}
\begin{column}{.275\textwidth}
\begin{itemize}
\item Classical AD algorithm
\item Good for a less experienced student
\end{itemize}
\end{column}
\end{columns}
\end{frame} \end{frame}

View File

@ -4,10 +4,25 @@
\Large \textbf{HiCS: High Contrast Subspaces for Density-Based Outlier Ranking} (Keller, Müller et al, 2012)\\ \Large \textbf{HiCS: High Contrast Subspaces for Density-Based Outlier Ranking} (Keller, Müller et al, 2012)\\
\LARGE \textbf{Supervisor:} Daniel Wilmes (daniel.wilmes@cs.uni-dortmund.de)\\ \LARGE \textbf{Supervisor:} Daniel Wilmes (daniel.wilmes@cs.uni-dortmund.de)\\
\begin{center} %\begin{center}
\includegraphics[height=3cm]{illustrations/daniel2.png} %\includegraphics[height=3cm]{illustrations/daniel2.png}
\includegraphics[height=3cm]{clock/output5.pdf} %\end{center}
\end{center}
\begin{columns}
\begin{column}{.675\textwidth}
\begin{center}
\includegraphics[height=3cm]{illustrations/daniel2.png}
\end{center}
\end{column}
\begin{column}{.275\textwidth}
\begin{itemize}
\item Filter out useless Features
\item Cowritten by Prof. Müller, migth be related to a future thesis
\end{itemize}
\end{column}
\end{columns}
\end{frame} \end{frame}

28
topics/daniel3.tex Normal file
View File

@ -0,0 +1,28 @@
\begin{frame}
\frametitle{Topic 14: Application: Spacecraft monitoring}
\Large \textbf{Detecting Spacecraft Anomalies Using LSTMs and Nonparametric Dynamic Thresholding} (Hundman et al, 2018)\\
\LARGE \textbf{Supervisor:} Daniel Wilmes (daniel.wilmes@cs.uni-dortmund.de)\\
%\begin{center}
%\includegraphics[height=3cm]{illustrations/daniel3.jpg}
%\end{center}
\begin{columns}
\begin{column}{.675\textwidth}
\begin{center}
\includegraphics[height=3cm]{illustrations/daniel3.jpg}
\end{center}
\end{column}
\begin{column}{.275\textwidth}
\begin{itemize}
\item Another Application Paper
\item This time to supervise Spacecrafts
\end{itemize}
\end{column}
\end{columns}
\end{frame}

View File

@ -1,13 +1,28 @@
\begin{frame} \begin{frame}
\frametitle{Topic 12: Application: Video Data} \frametitle{Topic 1: Anomaly Detection for Monitoring}
\Large \textbf{Fast Unsupervised Anomaly Detection in Traffic Videos} (Doshi et al, 2020)\\ \Large \textbf{Anomaly Detection for Monitoring} (Schwartz, Jinka, 2015)\\
\LARGE \textbf{Supervisor:} Jelle Hüntelmann (jelle.hüntelmann@cs.uni-dortmund.de)\\ \LARGE \textbf{Supervisor:} Jelle Hüntelmann (jelle.hüntelmann@cs.uni-dortmund.de)\\
\begin{center} %\begin{center}
\includegraphics[height=3cm]{illustrations/jelle1.jpeg} %\includegraphics[height=3cm]{illustrations/jelle1.png}
\includegraphics[height=3cm]{clock/output12.pdf} %\end{center}
\end{center}
\begin{columns}
\begin{column}{.675\textwidth}
\begin{center}
\includegraphics[height=3cm]{illustrations/jelle1.png}
\end{center}
\end{column}
\begin{column}{.275\textwidth}
\begin{itemize}
\item Time Series analysis
\item Less of a Paper, more a Book: great for less experienced People
\end{itemize}
\end{column}
\end{columns}
\end{frame} \end{frame}

View File

@ -1,13 +1,28 @@
\begin{frame} \begin{frame}
\frametitle{Topic 1: High dimensional Data} \frametitle{Topic 13: Application: Video Data}
\Large \textbf{A comprehensive survey of anomaly detection techniques for high dimensional big data} (Thudumu et al, 2020)\\ \Large \textbf{Fast Unsupervised Anomaly Detection in Traffic Videos} (Doshi et al, 2020)\\
\LARGE \textbf{Supervisor:} Jelle Hüntelmann (jelle.hüntelmann@cs.uni-dortmund.de)\\ \LARGE \textbf{Supervisor:} Jelle Hüntelmann (jelle.hüntelmann@cs.uni-dortmund.de)\\
\begin{center} %\begin{center}
\includegraphics[height=3cm]{illustrations/jelle2.png} %\includegraphics[height=3cm]{illustrations/jelle2.jpeg}
\includegraphics[height=3cm]{clock/output1.pdf} %\end{center}
\end{center}
\begin{columns}
\begin{column}{.675\textwidth}
\begin{center}
\includegraphics[height=3cm]{illustrations/jelle2.jpeg}
\end{center}
\end{column}
\begin{column}{.275\textwidth}
\begin{itemize}
\item Application Paper
\item Complex input data
\end{itemize}
\end{column}
\end{columns}
\end{frame} \end{frame}

View File

@ -4,10 +4,25 @@
\Large \textbf{##paper##} (##by##, ##when##)\\ \Large \textbf{##paper##} (##by##, ##when##)\\
\LARGE \textbf{Supervisor:} ##who## (##mail##)\\ \LARGE \textbf{Supervisor:} ##who## (##mail##)\\
\begin{center} %\begin{center}
\includegraphics[height=3cm]{illustrations/##name##.##ext##} %\includegraphics[height=3cm]{illustrations/##name##.##ext##}
\includegraphics[height=3cm]{clock/output##index##.pdf} %\end{center}
\end{center}
\begin{columns}
\begin{column}{.675\textwidth}
\begin{center}
\includegraphics[height=3cm]{illustrations/##name##.##ext##}
\end{center}
\end{column}
\begin{column}{.275\textwidth}
\begin{itemize}
\item ##note1##
\item ##note2##
\end{itemize}
\end{column}
\end{columns}
\end{frame} \end{frame}

View File

@ -1,13 +1,28 @@
\begin{frame} \begin{frame}
\frametitle{Topic 2: Text Data} \frametitle{Topic 2: High dimensional Data}
\Large \textbf{Outlier Detection for Text Data} (Kannan et al, 2017)\\ \Large \textbf{A comprehensive survey of anomaly detection techniques for high dimensional big data} (Thudumu et al, 2020)\\
\LARGE \textbf{Supervisor:} Simon Klüttermann (simon.kluettermann@cs.uni-dortmund.de)\\ \LARGE \textbf{Supervisor:} Simon Klüttermann (simon.kluettermann@cs.uni-dortmund.de)\\
\begin{center} %\begin{center}
\includegraphics[height=3cm]{illustrations/simon1.png} %\includegraphics[height=3cm]{illustrations/simon1.png}
\includegraphics[height=3cm]{clock/output2.pdf} %\end{center}
\end{center}
\begin{columns}
\begin{column}{.675\textwidth}
\begin{center}
\includegraphics[height=3cm]{illustrations/simon1.png}
\end{center}
\end{column}
\begin{column}{.275\textwidth}
\begin{itemize}
\item High dimensional Data becomes hard for AD
\item Explain why
\end{itemize}
\end{column}
\end{columns}
\end{frame} \end{frame}

View File

@ -1,13 +1,28 @@
\begin{frame} \begin{frame}
\frametitle{Topic 7: Anomaly Ensembles} \frametitle{Topic 8: Anomaly Ensembles}
\Large \textbf{Unsupervised Anomaly Detection Ensembles using Item Response Theory} (Kandanaarachchi1, 2021)\\ \Large \textbf{Unsupervised Anomaly Detection Ensembles using Item Response Theory} (Kandanaarachchi1, 2021)\\
\LARGE \textbf{Supervisor:} Simon Klüttermann (simon.kluettermann@cs.uni-dortmund.de)\\ \LARGE \textbf{Supervisor:} Simon Klüttermann (simon.kluettermann@cs.uni-dortmund.de)\\
\begin{center} %\begin{center}
\includegraphics[height=3cm]{illustrations/simon2.jpg} %\includegraphics[height=3cm]{illustrations/simon2.jpg}
\includegraphics[height=3cm]{clock/output7.pdf} %\end{center}
\end{center}
\begin{columns}
\begin{column}{.675\textwidth}
\begin{center}
\includegraphics[height=3cm]{illustrations/simon2.jpg}
\end{center}
\end{column}
\begin{column}{.275\textwidth}
\begin{itemize}
\item Combine multiple algorithms
\item Could be combined with the following Paper
\end{itemize}
\end{column}
\end{columns}
\end{frame} \end{frame}

View File

@ -4,10 +4,25 @@
\Large \textbf{A Comprehensive Survey on Graph Anomaly Detection with Deep Learning} (Ma et al, 2021)\\ \Large \textbf{A Comprehensive Survey on Graph Anomaly Detection with Deep Learning} (Ma et al, 2021)\\
\LARGE \textbf{Supervisor:} Simon Klüttermann (simon.kluettermann@cs.uni-dortmund.de)\\ \LARGE \textbf{Supervisor:} Simon Klüttermann (simon.kluettermann@cs.uni-dortmund.de)\\
\begin{center} %\begin{center}
\includegraphics[height=3cm]{illustrations/simon3.png} %\includegraphics[height=3cm]{illustrations/simon3.png}
\includegraphics[height=3cm]{clock/output3.pdf} %\end{center}
\end{center}
\begin{columns}
\begin{column}{.675\textwidth}
\begin{center}
\includegraphics[height=3cm]{illustrations/simon3.png}
\end{center}
\end{column}
\begin{column}{.275\textwidth}
\begin{itemize}
\item Graph Data can be super interesting, but also quite complicated
\item Either split up into two topics or done by two people
\end{itemize}
\end{column}
\end{columns}
\end{frame} \end{frame}

View File

@ -1,13 +1,28 @@
\begin{frame} \begin{frame}
\frametitle{Topic 8: Active Anomaly Detection} \frametitle{Topic 9: Active Anomaly Detection}
\Large \textbf{Active Anomaly Detection via Ensembles: Insights, Algorithms, and Interpretability} (Das et al, 2019)\\ \Large \textbf{Active Anomaly Detection via Ensembles: Insights, Algorithms, and Interpretability} (Das et al, 2019)\\
\LARGE \textbf{Supervisor:} Simon Klüttermann (simon.kluettermann@cs.uni-dortmund.de)\\ \LARGE \textbf{Supervisor:} Simon Klüttermann (simon.kluettermann@cs.uni-dortmund.de)\\
\begin{center} %\begin{center}
\includegraphics[height=3cm]{illustrations/simon4.png} %\includegraphics[height=3cm]{illustrations/simon4.png}
\includegraphics[height=3cm]{clock/output8.pdf} %\end{center}
\end{center}
\begin{columns}
\begin{column}{.675\textwidth}
\begin{center}
\includegraphics[height=3cm]{illustrations/simon4.png}
\end{center}
\end{column}
\begin{column}{.275\textwidth}
\begin{itemize}
\item Active Learning=Learning with humans
\item Could be combined with the previous Paper
\end{itemize}
\end{column}
\end{columns}
\end{frame} \end{frame}

28
topics/simon5.tex Normal file
View File

@ -0,0 +1,28 @@
\begin{frame}
\frametitle{Topic 7: GANs for Anomaly Detection}
\Large \textbf{A Survey on GANs for Anomaly Detection} (Mattia et al, 2021)\\
\LARGE \textbf{Supervisor:} Simon Klüttermann (simon.kluettermann@cs.uni-dortmund.de)\\
%\begin{center}
%\includegraphics[height=3cm]{illustrations/simon5.png}
%\end{center}
\begin{columns}
\begin{column}{.675\textwidth}
\begin{center}
\includegraphics[height=3cm]{illustrations/simon5.png}
\end{center}
\end{column}
\begin{column}{.275\textwidth}
\begin{itemize}
\item GANs generally used for data generation
\item Can also be used for AD, how?
\end{itemize}
\end{column}
\end{columns}
\end{frame}