Some notes from Data Mining 2006 (cs545)
Data mining lecture slides for courses based on reference text books
Ian Witten and Eibe Frank:
http://books.elsevier.com/us//mk/us/subindex.asp?maintarget=companions/defaultindividual.asp&isbn=0120884070&country=United+States&srccode=&ref=&subcode=&head=&pdf=&basiccode=&txtSearch=&SearchField=&operator=&order=&community=mk
Margaret Dunham:
http://engr.smu.edu/~mhd
Pang-Ning Tan, Michael Steinbach, and Vipin Kumar:
http://www-users.cs.umn.edu/%7Ekumar/dmbook/index.php#item4
Jiawei Han and Micheline Kamber:
http://www.cs.uiuc.edu/class/fa05/cs412/schedule.htm
http://twiki.med.yale.edu/twiki/bin/view/Lessons/SlidesFall04
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Markov Blankets
Market Blankets (MB) are a promising, relatively new, set of datamining techniques for handling feature selection and related issues on Bayesian networks. Learn about MBs, read about different algorithms for implementing them , try them out for some typical problems (especially ones with many features), and write a short review paper.
References:
http://dbpubs.stanford.edu:8090/pub/1996-77
http://citeseer.ist.psu.edu/koller96toward.html
http://citeseer.ist.psu.edu/xing01feature.html
http://discover1.mc.vanderbilt.edu/discover/public/Presentations/HITON_amia_2003.pdf
http://reports-archive.adm.cs.cmu.edu/anon/cald/CMU-CALD-04-102.pdf
