diff --git a/assigns.pdf b/assigns.pdf new file mode 100644 index 0000000..a68378c Binary files /dev/null and b/assigns.pdf differ diff --git a/assigns.png b/assigns.png new file mode 100644 index 0000000..4ffba9c Binary files /dev/null and b/assigns.png differ diff --git a/assigns.py b/assigns.py new file mode 100644 index 0000000..7fc9c68 --- /dev/null +++ b/assigns.py @@ -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() + + + + + diff --git a/compile.sh b/compile.sh index 968e322..e620407 100755 --- a/compile.sh +++ b/compile.sh @@ -1,3 +1,4 @@ +python3 gentopic.py lualatex --shell-escape slides biber slides lualatex --shell-escape slides diff --git a/dics/benedikt1.json b/dics/benedikt1.json index 50c60b8..d59f23b 100644 --- a/dics/benedikt1.json +++ b/dics/benedikt1.json @@ -1,10 +1,12 @@ { - "index":9, + "index":10, "title":"Interpretation", "paper":"Contextual Outlier Interpretation", "by": "Liu et al", "when": "2017", "who": "Benedikt Böing", "mail": "benedikt.boeing@cs.uni-dortmund.de", + "note1":"Interpretabile AD: Create Trust", + "note2":"Understand by surrounding", "ext": "png" } diff --git a/dics/bin1.json b/dics/bin1.json index 6176e27..55776e6 100644 --- a/dics/bin1.json +++ b/dics/bin1.json @@ -6,5 +6,7 @@ "when": "2021", "who": "Bin Li", "mail": "bin.li@tu-dortmund.de", + "note1":"Pretransformations (like Rotations) can improve ML", + "note2":"For Time-Series: Make learnable", "ext": "png" } diff --git a/dics/bin2.json b/dics/bin2.json index 3396428..6ff80bc 100644 --- a/dics/bin2.json +++ b/dics/bin2.json @@ -1,10 +1,12 @@ { - "index":11, + "index":12, "title":"Application: Interpretable Device Failure", "paper":"Interpretable, Multidimensional, Multimodal Anomaly Detection with Negative Sampling for Detection of Device Failure", "by": "Sipple et al", "when": "2020", "who": "Bin Li", "mail": "bin.li@tu-dortmund.de", + "note1":"real world data is messy", + "note2":"detect IOT devices that fail", "ext": "png" } diff --git a/dics/chiara.json b/dics/chiara.json index 05f9625..5f3e81e 100644 --- a/dics/chiara.json +++ b/dics/chiara.json @@ -1,10 +1,12 @@ { - "index":10, + "index":11, "title":"Explainability", "paper":"Additive Explanations for Anomalies Detected from Multivariate Temporal Data ", "by": "Giurgiu, Schumann et al", "when": "2019", "who": "Chiara Balestra", "mail": "chiara.balestra@cs.uni-dortmund.de", + "note1":"Measure contributions of features", + "note2":"Your own Literature Research is extra important", "ext": "jpeg" } diff --git a/dics/daniel1.json b/dics/daniel1.json index 3cc9c9b..0ce7050 100644 --- a/dics/daniel1.json +++ b/dics/daniel1.json @@ -6,5 +6,7 @@ "when": "2000", "who": "Daniel Wilmes", "mail": "daniel.wilmes@cs.uni-dortmund.de", + "note1":"Classical AD algorithm", + "note2":"Good for a less experienced student", "ext": "jpeg" } diff --git a/dics/daniel2.json b/dics/daniel2.json index b18ba6b..5a2d8fb 100644 --- a/dics/daniel2.json +++ b/dics/daniel2.json @@ -6,5 +6,7 @@ "when": "2012", "who": "Daniel Wilmes", "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" } diff --git a/dics/daniel3.json b/dics/daniel3.json new file mode 100644 index 0000000..99b8264 --- /dev/null +++ b/dics/daniel3.json @@ -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" +} diff --git a/dics/jelle1.json b/dics/jelle1.json index c61643f..d72f9c0 100644 --- a/dics/jelle1.json +++ b/dics/jelle1.json @@ -1,10 +1,12 @@ { - "index":12, - "title":"Application: Video Data", - "paper":"Fast Unsupervised Anomaly Detection in Traffic Videos", - "by": "Doshi et al", - "when": "2020", + "index":1, + "title":"Anomaly Detection for Monitoring", + "paper":"Anomaly Detection for Monitoring", + "by": "Schwartz, Jinka", + "when": "2015", "who": "Jelle Hüntelmann", "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" } diff --git a/dics/jelle2.json b/dics/jelle2.json index 59f1e8f..b70c8bc 100644 --- a/dics/jelle2.json +++ b/dics/jelle2.json @@ -1,10 +1,12 @@ { - "index":1, - "title":"High dimensional Data", - "paper":"A comprehensive survey of anomaly detection techniques for high dimensional big data", - "by": "Thudumu et al", + "index":13, + "title":"Application: Video Data", + "paper":"Fast Unsupervised Anomaly Detection in Traffic Videos", + "by": "Doshi et al", "when": "2020", "who": "Jelle Hüntelmann", "mail": "jelle.hüntelmann@cs.uni-dortmund.de", - "ext": "png" + "note1":"Application Paper", + "note2":"Complex input data", + "ext": "jpeg" } diff --git a/dics/simon1.json b/dics/simon1.json index 70e1d9e..25386c1 100644 --- a/dics/simon1.json +++ b/dics/simon1.json @@ -1,10 +1,12 @@ { "index":2, - "title":"Text Data", - "paper":"Outlier Detection for Text Data", - "by": "Kannan et al", - "when": "2017", + "title":"High dimensional Data", + "paper":"A comprehensive survey of anomaly detection techniques for high dimensional big data", + "by": "Thudumu et al", + "when": "2020", "who": "Simon Klüttermann", "mail": "simon.kluettermann@cs.uni-dortmund.de", + "note1":"High dimensional Data becomes hard for AD", + "note2":"Explain why", "ext": "png" } diff --git a/dics/simon2.json b/dics/simon2.json index 33b5301..df5cdec 100644 --- a/dics/simon2.json +++ b/dics/simon2.json @@ -1,10 +1,12 @@ { - "index":7, + "index":8, "title":"Anomaly Ensembles", "paper":"Unsupervised Anomaly Detection Ensembles using Item Response Theory", "by": "Kandanaarachchi1", "when": "2021", "who": "Simon Klüttermann", "mail": "simon.kluettermann@cs.uni-dortmund.de", + "note1":"Combine multiple algorithms", + "note2":"Could be combined with the following Paper", "ext": "jpg" } diff --git a/dics/simon3.json b/dics/simon3.json index 9afefea..34503df 100644 --- a/dics/simon3.json +++ b/dics/simon3.json @@ -6,5 +6,7 @@ "when": "2021", "who": "Simon Klüttermann", "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" } diff --git a/dics/simon4.json b/dics/simon4.json index d979033..853992f 100644 --- a/dics/simon4.json +++ b/dics/simon4.json @@ -1,10 +1,12 @@ { - "index":8, + "index":9, "title":"Active Anomaly Detection", "paper":"Active Anomaly Detection via Ensembles: Insights, Algorithms, and Interpretability", "by": "Das et al", "when": "2019", "who": "Simon Klüttermann", "mail": "simon.kluettermann@cs.uni-dortmund.de", + "note1":"Active Learning=Learning with humans", + "note2":"Could be combined with the previous Paper", "ext": "png" } diff --git a/dics/simon5.json b/dics/simon5.json new file mode 100644 index 0000000..30eb00b --- /dev/null +++ b/dics/simon5.json @@ -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" +} diff --git a/illustrations/daniel3.jpg b/illustrations/daniel3.jpg new file mode 100644 index 0000000..1dec6c7 Binary files /dev/null and b/illustrations/daniel3.jpg differ diff --git a/illustrations/jelle1.png b/illustrations/jelle1.png index dfd8a08..386d456 100644 Binary files a/illustrations/jelle1.png and b/illustrations/jelle1.png differ diff --git a/illustrations/jelle2.jpeg b/illustrations/jelle2.jpeg new file mode 100644 index 0000000..b61e487 Binary files /dev/null and b/illustrations/jelle2.jpeg differ diff --git a/illustrations/jelle2.png b/illustrations/jelle2.png deleted file mode 100644 index c432995..0000000 Binary files a/illustrations/jelle2.png and /dev/null differ diff --git a/illustrations/simon1.jpeg b/illustrations/simon1.jpeg new file mode 100644 index 0000000..b61e487 Binary files /dev/null and b/illustrations/simon1.jpeg differ diff --git a/illustrations/simon1.jpg b/illustrations/simon1.jpg deleted file mode 100644 index f72d035..0000000 Binary files a/illustrations/simon1.jpg and /dev/null differ diff --git a/illustrations/simon1.png b/illustrations/simon1.png index 486cbe6..c432995 100644 Binary files a/illustrations/simon1.png and b/illustrations/simon1.png differ diff --git a/illustrations/simon5.jpeg b/illustrations/simon5.jpeg new file mode 100644 index 0000000..1991799 Binary files /dev/null and b/illustrations/simon5.jpeg differ diff --git a/illustrations/simon5.png b/illustrations/simon5.png new file mode 100644 index 0000000..904b376 Binary files /dev/null and b/illustrations/simon5.png differ diff --git a/illustrations/simon5_alt.jpeg b/illustrations/simon5_alt.jpeg new file mode 100644 index 0000000..4bbc240 Binary files /dev/null and b/illustrations/simon5_alt.jpeg differ diff --git a/illustrations/yyy.png b/illustrations/yyy.png new file mode 100644 index 0000000..dfd8a08 Binary files /dev/null and b/illustrations/yyy.png differ diff --git a/slides.aux b/slides.aux index 946294b..6adb97b 100644 --- a/slides.aux +++ b/slides.aux @@ -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 {\slideentry {2}{0}{13}{20/20}{}{0}}} \@writefile{nav}{\defcounter {refsection}{0}\relax }\@writefile{nav}{\headcommand {\beamer@framepages {20}{20}}} -\@writefile{nav}{\headcommand {\beamer@partpages {1}{20}}} -\@writefile{nav}{\headcommand {\beamer@subsectionpages {8}{20}}} -\@writefile{nav}{\headcommand {\beamer@sectionpages {8}{20}}} -\@writefile{nav}{\headcommand {\beamer@documentpages {20}}} -\@writefile{nav}{\headcommand {\gdef \inserttotalframenumber {19}}} +\@writefile{nav}{\defcounter {refsection}{0}\relax }\@writefile{nav}{\headcommand {\slideentry {2}{0}{14}{21/21}{}{0}}} +\@writefile{nav}{\defcounter {refsection}{0}\relax }\@writefile{nav}{\headcommand {\beamer@framepages {21}{21}}} +\@writefile{nav}{\defcounter {refsection}{0}\relax }\@writefile{nav}{\headcommand {\slideentry {2}{0}{15}{22/22}{}{0}}} +\@writefile{nav}{\defcounter {refsection}{0}\relax }\@writefile{nav}{\headcommand {\beamer@framepages {22}{22}}} +\@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} -\gdef \@abspage@last{20} +\gdef \@abspage@last{22} diff --git a/slides.blg b/slides.blg index c57f807..5395a5e 100644 --- a/slides.blg +++ b/slides.blg @@ -1,9 +1,9 @@ [0] Config.pm:312> INFO - This is Biber 2.15 [0] Config.pm:315> INFO - Logfile is 'slides.blg' -[84] biber:330> INFO - === Mi Okt 6, 2021, 21:31:34 -[100] Biber.pm:415> INFO - Reading 'slides.bcf' -[182] 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! -[199] bbl.pm:651> INFO - Writing 'slides.bbl' with encoding 'UTF-8' -[199] bbl.pm:754> INFO - Output to slides.bbl -[199] Biber.pm:128> INFO - WARNINGS: 1 +[53] biber:330> INFO - === Mo Okt 11, 2021, 17:26:11 +[63] Biber.pm:415> INFO - Reading 'slides.bcf' +[115] Biber.pm:952> INFO - Found 0 citekeys in bib section 0 +[119] Utils.pm:395> WARN - The file 'slides.bcf' does not contain any citations! +[125] bbl.pm:651> INFO - Writing 'slides.bbl' with encoding 'UTF-8' +[126] bbl.pm:754> INFO - Output to slides.bbl +[126] Biber.pm:128> INFO - WARNINGS: 1 diff --git a/slides.log b/slides.log index f71c05a..c18a4e2 100644 --- a/slides.log +++ b/slides.log @@ -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. **slides (./slides.tex @@ -2068,12 +2068,12 @@ Package polyglossia Info: Option: English, variant=american. Package polyglossia Info: Option: english variant=american (with additional pat terns). Module polyglossia Info: Language data for usenglishmax -(polyglossia) hyphenation hyph-en-us.hyp.txt -(polyglossia) synonyms (polyglossia) patterns hyph-en-us.pat.txt +(polyglossia) hyphenation hyph-en-us.hyp.txt (polyglossia) righthyphenmin 3 (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 id 2 on input line 35 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}. Module polyglossia Info: Language data for german -(polyglossia) hyphenation -(polyglossia) synonyms (polyglossia) patterns hyph-de-1901.pat.txt +(polyglossia) hyphenation (polyglossia) righthyphenmin 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 n input line 10 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 File: german.lbx 2020/12/31 v3.16 biblatex localization (PK/MW) Module polyglossia Info: Language data for ngerman -(polyglossia) hyphenation -(polyglossia) synonyms (polyglossia) patterns hyph-de-1996.pat.txt +(polyglossia) hyphenation (polyglossia) righthyphenmin 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 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/ swans.jpg>] + +File: assigns.pdf Graphic file (type pdf) + +Package luatex.def Info: assigns.pdf used on input line 65. +(luatex.def) Requested size: 151.74544pt x 113.81102pt. 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Package epstopdf Info: Output file is already uptodate. File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf) 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. [2 -] +<./assigns.pdf>] File: ls9.png Graphic file (type 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. Package epstopdf Info: Source file: (epstopdf) date: 2021-08-17 16:51:37 @@ -3313,19 +3318,20 @@ to.pdf> (epstopdf) size: 14274 bytes (epstopdf) Command: -(epstopdf) \includegraphics on input line 70. +(epstopdf) \includegraphics on input line 74. Package epstopdf Info: Output file is already uptodate. 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[5 ] File: ls9.png Graphic file (type 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. Package epstopdf Info: Source file: (epstopdf) date: 2021-08-17 16:51:37 @@ -3384,19 +3390,19 @@ to.pdf> (epstopdf) size: 14274 bytes (epstopdf) Command: -(epstopdf) \includegraphics on input line 128. +(epstopdf) \includegraphics on input line 137. Package epstopdf Info: Output file is already uptodate. File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf) 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. [6 ] File: ls9.png Graphic file (type 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. Package epstopdf Info: Source file: (epstopdf) date: 2021-08-17 16:51:37 @@ -3407,36 +3413,42 @@ to.pdf> (epstopdf) size: 14274 bytes (epstopdf) Command: -(epstopdf) \includegraphics on input line 139. +(epstopdf) \includegraphics on input line 148. Package epstopdf Info: Output file is already uptodate. File: illustrations/tud_logo_cmyk-eps-converted-to.pdf Graphic file (type pdf) 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. + [7 -[7 - -] (./topics/jelle2.tex +] (./topics/jelle1.tex 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 -(Font) scaled to size 12.0pt on input line 13. +(Font) scaled to size 12.0pt on input line 28. 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[8 -<./illustrations/jelle2.png><./clock/output1.pdf>]) +<./illustrations/jelle1.png>]) (./topics/simon1.tex - + File: illustrations/simon1.png Graphic file (type png) -Package luatex.def Info: illustrations/simon1.png used on input line 13. -(luatex.def) Requested size: 154.33574pt x 85.35826pt. - -File: clock/output2.pdf Graphic file (type pdf) - -Package luatex.def Info: clock/output2.pdf used on input line 13. -(luatex.def) Requested size: 85.35284pt x 85.35826pt. +Package luatex.def Info: illustrations/simon1.png used on input line 28. +(luatex.def) Requested size: 260.18503pt x 85.35826pt. File: ls9.png Graphic file (type 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. Package epstopdf Info: Source file: (epstopdf) date: 2021-08-17 16:51:37 @@ -3481,30 +3488,24 @@ to.pdf> (epstopdf) size: 14274 bytes (epstopdf) Command: -(epstopdf) \includegraphics on input line 13. +(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) 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. [9 -<./illustrations/simon1.png><./clock/output2.pdf>]) -(./topics/simon3.tex - +<./illustrations/simon1.png>]) (./topics/simon3.tex + File: illustrations/simon3.png Graphic file (type 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. - -File: clock/output3.pdf Graphic file (type 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) -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. Package epstopdf Info: Source file: (epstopdf) date: 2021-08-17 16:51:37 @@ -3515,30 +3516,25 @@ to.pdf> (epstopdf) size: 14274 bytes (epstopdf) Command: -(epstopdf) \includegraphics on input line 13. +(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) 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. - [10 -<./illustrations/simon3.png><./clock/output3.pdf>]) -(./topics/daniel1.tex - +[10 + +<./illustrations/simon3.png>]) (./topics/daniel1.tex + File: illustrations/daniel1.jpeg Graphic file (type jpg) -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. - -File: clock/output4.pdf Graphic file (type 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) -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. Package epstopdf Info: Source file: (epstopdf) date: 2021-08-17 16:51:37 @@ -3549,30 +3545,24 @@ to.pdf> (epstopdf) size: 14274 bytes (epstopdf) Command: -(epstopdf) \includegraphics on input line 13. +(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) 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. [11 -<./illustrations/daniel1.jpeg><./clock/output4.pdf>]) -(./topics/daniel2.tex - +<./illustrations/daniel1.jpeg>]) (./topics/daniel2.tex + File: illustrations/daniel2.png Graphic file (type 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. - -File: clock/output5.pdf Graphic file (type 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) -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. Package epstopdf Info: Source file: (epstopdf) date: 2021-08-17 16:51:37 @@ -3583,30 +3573,25 @@ to.pdf> (epstopdf) size: 14274 bytes (epstopdf) Command: -(epstopdf) \includegraphics on input line 13. +(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) 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. [12 -<./illustrations/daniel2.png><./clock/output5.pdf>]) +<./illustrations/daniel2.png>]) (./topics/bin1.tex - + File: illustrations/bin1.png Graphic file (type 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. - -File: clock/output6.pdf Graphic file (type 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) -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. Package epstopdf Info: Source file: (epstopdf) date: 2021-08-17 16:51:37 @@ -3617,230 +3602,29 @@ to.pdf> (epstopdf) size: 14274 bytes (epstopdf) Command: -(epstopdf) \includegraphics on input line 13. +(epstopdf) \includegraphics on input line 28. 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[13 -<./illustrations/bin1.png><./clock/output6.pdf>]) -(./topics/simon2.tex - -File: illustrations/simon2.jpg Graphic file (type jpg) - -Package luatex.def Info: illustrations/simon2.jpg used on input line 13. -(luatex.def) Requested size: 89.64192pt x 85.35826pt. - -File: clock/output7.pdf Graphic file (type 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) - -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: -(epstopdf) date: 2021-08-17 16:51:37 -(epstopdf) size: 339494 bytes -(epstopdf) Output file: -(epstopdf) date: 2021-08-17 16:51:37 -(epstopdf) size: 14274 bytes -(epstopdf) Command: -(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) - -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/bin1.png>]) (./topics/simon5.tex + +File: illustrations/simon5.png Graphic file (type png) + +Package luatex.def Info: illustrations/simon5.png used on input line 28. +(luatex.def) Requested size: 287.92241pt x 85.35826pt. -<./illustrations/simon2.jpg><./clock/output7.pdf>]) -(./topics/simon4.tex - -File: illustrations/simon4.png Graphic file (type png) - -Package luatex.def Info: illustrations/simon4.png used on input line 13. -(luatex.def) Requested size: 116.3925pt x 85.35826pt. - -File: clock/output8.pdf Graphic file (type 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) - -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: -(epstopdf) date: 2021-08-17 16:51:37 -(epstopdf) size: 339494 bytes -(epstopdf) Output file: -(epstopdf) date: 2021-08-17 16:51:37 -(epstopdf) size: 14274 bytes -(epstopdf) Command: -(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) - -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 - -File: illustrations/benedikt1.png Graphic file (type png) - -Package luatex.def Info: illustrations/benedikt1.png used on input line 13. -(luatex.def) Requested size: 119.27147pt x 85.35826pt. - -File: clock/output9.pdf Graphic file (type 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) - -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: -(epstopdf) date: 2021-08-17 16:51:37 -(epstopdf) size: 339494 bytes -(epstopdf) Output file: -(epstopdf) date: 2021-08-17 16:51:37 -(epstopdf) size: 14274 bytes -(epstopdf) Command: -(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) - -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 - -File: illustrations/chiara.jpeg Graphic file (type jpg) - -Package luatex.def Info: illustrations/chiara.jpeg used on input line 13. -(luatex.def) Requested size: 188.77773pt x 85.35826pt. - -File: clock/output10.pdf Graphic file (type 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) - -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: -(epstopdf) date: 2021-08-17 16:51:37 -(epstopdf) size: 339494 bytes -(epstopdf) Output file: -(epstopdf) date: 2021-08-17 16:51:37 -(epstopdf) size: 14274 bytes -(epstopdf) Command: -(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) - -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 - -File: illustrations/bin2.png Graphic file (type png) - -Package luatex.def Info: illustrations/bin2.png used on input line 13. -(luatex.def) Requested size: 170.71794pt x 85.35826pt. - -File: clock/output11.pdf Graphic file (type 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) - -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: -(epstopdf) date: 2021-08-17 16:51:37 -(epstopdf) size: 339494 bytes -(epstopdf) Output file: -(epstopdf) date: 2021-08-17 16:51:37 -(epstopdf) size: 14274 bytes -(epstopdf) Command: -(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) - -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 - -File: illustrations/jelle1.jpeg Graphic file (type jpg) - -Package luatex.def Info: illustrations/jelle1.jpeg used on input line 13. -(luatex.def) Requested size: 121.50926pt x 85.35826pt. - -File: clock/output12.pdf Graphic file (type 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) - -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: -(epstopdf) date: 2021-08-17 16:51:37 -(epstopdf) size: 339494 bytes -(epstopdf) Output file: -(epstopdf) date: 2021-08-17 16:51:37 -(epstopdf) size: 14274 bytes -(epstopdf) Command: -(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) - -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>]) - -File: clock/output.pdf Graphic file (type 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 +Overfull \hbox (4.93138pt too wide) in paragraph at lines 28--28 + [] [] File: ls9.png Graphic file (type png) -Package luatex.def Info: ls9.png used on input line 172. +Package luatex.def Info: ls9.png used on input line 28. 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(luatex.def) Requested size: 131.13866pt x 21.33955pt. -[20 +[14 -<./clock/output.pdf>] +<./illustrations/simon5.png>]) (./topics/simon2.tex + +File: illustrations/simon2.jpg Graphic file (type 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) + +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: +(epstopdf) date: 2021-08-17 16:51:37 +(epstopdf) size: 339494 bytes +(epstopdf) Output file: +(epstopdf) date: 2021-08-17 16:51:37 +(epstopdf) size: 14274 bytes +(epstopdf) Command: +(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) + +Package luatex.def Info: illustrations/tud_logo_cmyk-eps-converted-to.pdf used + on input line 28. 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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) + +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: +(epstopdf) date: 2021-08-17 16:51:37 +(epstopdf) size: 339494 bytes +(epstopdf) Output file: +(epstopdf) date: 2021-08-17 16:51:37 +(epstopdf) size: 14274 bytes +(epstopdf) Command: +(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) + +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 \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: - 65841 strings out of 478531 + 65958 strings out of 478531 125189,2848258 words of node,token memory allocated - 2812 words of node memory still in use: - 48 hlist, 9 vlist, 7 rule, 5 disc, 6 local_par, 77 glue, 15 kern, 16 penalty, - 1 margin_kern, 65 glyph, 87 attribute, 92 glue_spec, 87 attribute_list, 4 write -, 30 pdf_colorstack, 2 pdf_setmatrix, 2 pdf_save, 2 pdf_restore nodes - 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 + 8803 words of node memory still in use: + 121 hlist, 11 vlist, 21 rule, 39 disc, 22 local_par, 4 math, 270 glue, 40 ker +n, 63 penalty, 5 margin_kern, 361 glyph, 256 attribute, 92 glue_spec, 256 attrib +ute_list, 4 write, 24 pdf_literal, 92 pdf_colorstack, 1 pdf_setmatrix, 1 pdf_sav +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 - 81266 multiletter control sequences out of 65536+600000 - 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-\headcommand {\beamer@subsectionpages {8}{20}} -\headcommand {\beamer@sectionpages {8}{20}} -\headcommand {\beamer@documentpages {20}} -\headcommand {\gdef \inserttotalframenumber {19}} +\defcounter {refsection}{0}\relax +\headcommand {\slideentry {2}{0}{14}{21/21}{}{0}} +\defcounter {refsection}{0}\relax +\headcommand {\beamer@framepages {21}{21}} +\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}} diff --git a/slides.pdf b/slides.pdf index 3f592e6..f5ed2d6 100644 Binary files a/slides.pdf and b/slides.pdf differ diff --git a/slides.tex b/slides.tex index 585035a..f5fbca1 100644 --- a/slides.tex +++ b/slides.tex @@ -43,6 +43,10 @@ \item Some Formal Stuff \item Short Overview of the Topics \end{itemize} + \begin{center} + \includegraphics[height=4cm]{assigns.pdf} + + \end{center} \end{column} \begin{column}{.475\textwidth} @@ -62,7 +66,7 @@ \begin{frame} \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 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 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} \begin{frame} - \frametitle{Grading} + \frametitle{Timeline} \begin{enumerate} - \item Presentation in Class - \item Writing of your Report - \item Discussion of your Findings + \item Presentation in Class (Blockseminar, 26-28.01.2022 13:00-17:00) + \item Discussion of your Findings (afterwards) + \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} \begin{itemize} - \item All parts required and graded equally + \item All parts required! \end{itemize} \vspace{3em} \begin{itemize} @@ -108,19 +113,23 @@ \begin{frame} \frametitle{Tasks of this Seminar} - \begin{itemize} - \item Required: willingless to learn something new - \item Also useful: A basic understanding of machine learning, statistics and linear algebra + %\begin{itemize} + % \item Required: willingless to learn something new + % \item Also useful: A basic understanding of machine learning, statistics and linear algebra + %\end{itemize} \begin{enumerate} - \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 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 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 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 \end{enumerate} + \begin{itemize} + \item Final Results: \begin{itemize} \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} @@ -133,7 +142,7 @@ \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 the same holds for your Presentation/Report - \item Also any Feedback is always appreciated + \item Any Feedback is always appreciated \end{itemize} \end{frame} @@ -146,7 +155,7 @@ \section{Topics} %Data Concepts - \subfile{topics/jelle2.tex} + \subfile{topics/jelle1.tex} \subfile{topics/simon1.tex} \subfile{topics/simon3.tex} @@ -154,6 +163,7 @@ \subfile{topics/daniel1.tex} \subfile{topics/daniel2.tex} \subfile{topics/bin1.tex} + \subfile{topics/simon5.tex} \subfile{topics/simon2.tex} \subfile{topics/simon4.tex} @@ -163,13 +173,58 @@ %Application \subfile{topics/bin2.tex} - \subfile{topics/jelle1.tex} + \subfile{topics/jelle2.tex} + \subfile{topics/daniel3.tex} - \begin{frame} - \begin{center} - \includegraphics[height=7cm]{clock/output.pdf} - \end{center} - \end{frame} + %\begin{frame} + %\begin{center} + +%\begin{table}[] +%\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} diff --git a/summary.txt b/summary.txt new file mode 100644 index 0000000..0d408fe --- /dev/null +++ b/summary.txt @@ -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 + + diff --git a/topics/benedikt1.tex b/topics/benedikt1.tex index c9e9fbd..14d9f34 100644 --- a/topics/benedikt1.tex +++ b/topics/benedikt1.tex @@ -1,13 +1,28 @@ \begin{frame} -\frametitle{Topic 9: Interpretation} +\frametitle{Topic 10: Interpretation} \Large \textbf{Contextual Outlier Interpretation} (Liu et al, 2017)\\ \LARGE \textbf{Supervisor:} Benedikt Böing (benedikt.boeing@cs.uni-dortmund.de)\\ - \begin{center} -\includegraphics[height=3cm]{illustrations/benedikt1.png} -\includegraphics[height=3cm]{clock/output9.pdf} - \end{center} + %\begin{center} + %\includegraphics[height=3cm]{illustrations/benedikt1.png} + %\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} diff --git a/topics/bin1.tex b/topics/bin1.tex index cb98eaf..f131744 100644 --- a/topics/bin1.tex +++ b/topics/bin1.tex @@ -4,10 +4,25 @@ \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)\\ - \begin{center} -\includegraphics[height=3cm]{illustrations/bin1.png} -\includegraphics[height=3cm]{clock/output6.pdf} - \end{center} + %\begin{center} + %\includegraphics[height=3cm]{illustrations/bin1.png} + %\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} diff --git a/topics/bin2.tex b/topics/bin2.tex index ca3bc4b..bebe57c 100644 --- a/topics/bin2.tex +++ b/topics/bin2.tex @@ -1,13 +1,28 @@ \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{Supervisor:} Bin Li (bin.li@tu-dortmund.de)\\ - \begin{center} -\includegraphics[height=3cm]{illustrations/bin2.png} -\includegraphics[height=3cm]{clock/output11.pdf} - \end{center} + %\begin{center} + %\includegraphics[height=3cm]{illustrations/bin2.png} + %\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} diff --git a/topics/chiara.tex b/topics/chiara.tex index a3a12ac..6ff5c96 100644 --- a/topics/chiara.tex +++ b/topics/chiara.tex @@ -1,13 +1,28 @@ \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{Supervisor:} Chiara Balestra (chiara.balestra@cs.uni-dortmund.de)\\ - \begin{center} -\includegraphics[height=3cm]{illustrations/chiara.jpeg} -\includegraphics[height=3cm]{clock/output10.pdf} - \end{center} + %\begin{center} + %\includegraphics[height=3cm]{illustrations/chiara.jpeg} + %\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} diff --git a/topics/daniel1.tex b/topics/daniel1.tex index 846e496..e321695 100644 --- a/topics/daniel1.tex +++ b/topics/daniel1.tex @@ -4,10 +4,25 @@ \Large \textbf{LOF: Identifying Density-Based Local Outliers} (Breunig et al, 2000)\\ \LARGE \textbf{Supervisor:} Daniel Wilmes (daniel.wilmes@cs.uni-dortmund.de)\\ - \begin{center} -\includegraphics[height=3cm]{illustrations/daniel1.jpeg} -\includegraphics[height=3cm]{clock/output4.pdf} - \end{center} + %\begin{center} + %\includegraphics[height=3cm]{illustrations/daniel1.jpeg} + %\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} diff --git a/topics/daniel2.tex b/topics/daniel2.tex index 3466439..22c4a19 100644 --- a/topics/daniel2.tex +++ b/topics/daniel2.tex @@ -4,10 +4,25 @@ \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)\\ - \begin{center} -\includegraphics[height=3cm]{illustrations/daniel2.png} -\includegraphics[height=3cm]{clock/output5.pdf} - \end{center} + %\begin{center} + %\includegraphics[height=3cm]{illustrations/daniel2.png} + %\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} diff --git a/topics/daniel3.tex b/topics/daniel3.tex new file mode 100644 index 0000000..848c78f --- /dev/null +++ b/topics/daniel3.tex @@ -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} diff --git a/topics/jelle1.tex b/topics/jelle1.tex index 587f838..a6c45bf 100644 --- a/topics/jelle1.tex +++ b/topics/jelle1.tex @@ -1,13 +1,28 @@ \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)\\ - \begin{center} -\includegraphics[height=3cm]{illustrations/jelle1.jpeg} -\includegraphics[height=3cm]{clock/output12.pdf} - \end{center} + %\begin{center} + %\includegraphics[height=3cm]{illustrations/jelle1.png} + %\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} diff --git a/topics/jelle2.tex b/topics/jelle2.tex index 4a8df6f..41636ae 100644 --- a/topics/jelle2.tex +++ b/topics/jelle2.tex @@ -1,13 +1,28 @@ \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)\\ - \begin{center} -\includegraphics[height=3cm]{illustrations/jelle2.png} -\includegraphics[height=3cm]{clock/output1.pdf} - \end{center} + %\begin{center} + %\includegraphics[height=3cm]{illustrations/jelle2.jpeg} + %\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} diff --git a/topics/shema.tex b/topics/shema.tex index cbe7ff6..38499c6 100644 --- a/topics/shema.tex +++ b/topics/shema.tex @@ -4,10 +4,25 @@ \Large \textbf{##paper##} (##by##, ##when##)\\ \LARGE \textbf{Supervisor:} ##who## (##mail##)\\ - \begin{center} -\includegraphics[height=3cm]{illustrations/##name##.##ext##} -\includegraphics[height=3cm]{clock/output##index##.pdf} - \end{center} + %\begin{center} + %\includegraphics[height=3cm]{illustrations/##name##.##ext##} + %\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} diff --git a/topics/simon1.tex b/topics/simon1.tex index ab9739c..f687999 100644 --- a/topics/simon1.tex +++ b/topics/simon1.tex @@ -1,13 +1,28 @@ \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)\\ - \begin{center} -\includegraphics[height=3cm]{illustrations/simon1.png} -\includegraphics[height=3cm]{clock/output2.pdf} - \end{center} + %\begin{center} + %\includegraphics[height=3cm]{illustrations/simon1.png} + %\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} diff --git a/topics/simon2.tex b/topics/simon2.tex index 9f13220..352359a 100644 --- a/topics/simon2.tex +++ b/topics/simon2.tex @@ -1,13 +1,28 @@ \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{Supervisor:} Simon Klüttermann (simon.kluettermann@cs.uni-dortmund.de)\\ - \begin{center} -\includegraphics[height=3cm]{illustrations/simon2.jpg} -\includegraphics[height=3cm]{clock/output7.pdf} - \end{center} + %\begin{center} + %\includegraphics[height=3cm]{illustrations/simon2.jpg} + %\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} diff --git a/topics/simon3.tex b/topics/simon3.tex index f6af7b7..3b17ee4 100644 --- a/topics/simon3.tex +++ b/topics/simon3.tex @@ -4,10 +4,25 @@ \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)\\ - \begin{center} -\includegraphics[height=3cm]{illustrations/simon3.png} -\includegraphics[height=3cm]{clock/output3.pdf} - \end{center} + %\begin{center} + %\includegraphics[height=3cm]{illustrations/simon3.png} + %\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} diff --git a/topics/simon4.tex b/topics/simon4.tex index d717fdc..157030e 100644 --- a/topics/simon4.tex +++ b/topics/simon4.tex @@ -1,13 +1,28 @@ \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{Supervisor:} Simon Klüttermann (simon.kluettermann@cs.uni-dortmund.de)\\ - \begin{center} -\includegraphics[height=3cm]{illustrations/simon4.png} -\includegraphics[height=3cm]{clock/output8.pdf} - \end{center} + %\begin{center} + %\includegraphics[height=3cm]{illustrations/simon4.png} + %\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} diff --git a/topics/simon5.tex b/topics/simon5.tex new file mode 100644 index 0000000..27bfe73 --- /dev/null +++ b/topics/simon5.tex @@ -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}