TCS / Studies / T-79.514 Special Course on Cryptology

Background

Useful literature on cryptography:

Useful literature on data-mining

(Unedited, thanks to Ella)

Going to ACM Digital Library and using search terms "KDD survey" or "data
mining survey" gives bunches of material.

Below are papers etc that are useful, at least to some extent.

Suggested reading is "From Data Mining to Knowledge Discovery in
Databases" by Usama Fayyad, Gregory Piatetsky-Shapiro, and
Padhraic Smyth. AI Magazine 17(3): Fall 1996, 37-54. Found at
http://www.kdnuggets.com/gpspubs/aimag-kdd-overview-1996-Fayyad.pdf

Other material:

http://www.cis.hut.fi/Opinnot/T-122.103/t122103-2003.pdf (Course material
on T-122.103 Algorithmic methods of data mining. Concentrates on discrete
data and discrete algorithms instead of machine learning and probabilistic
modeling)

http://mitpress.mit.edu/catalog/item/default.asp?ttype=2&tid=3520 (A book
"Principles of Data Mining" by David J. Hand, Heikki Mannila and Padhraic
Smyth. Not available online.)

http://doi.acm.org/10.1145/240455.240464 (General and nontechnical.
Overlaps largely with suggested reading link.)

http://citeseer.nj.nec.com/5126.html (for database people)

http://citeseer.nj.nec.com/berkhin02survey.html  (about clustering)

http://citeseer.nj.nec.com/4799.html (intrusion detection)

Courses

Courses on cryptography and data-mining currently going on:

NBSee also PPDM links by Helger. This link farm has links to most of the papers on this subject, and will be continuously updated.


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Latest update: 22 January 2007.