EECS4412

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Books,Monographs,Theses

• Data Mining Books
  • Data Mining - Han & Kamber book - 2nd edition
  • Data Mining - Han & Kamber book - 3rd edition
  • Graph Mining - Chakrabarti & Faloutsos book
  • Ensemble Data Mining - Seni & Elder book
  • Sentiment Analysis - Bing Liu book
  • Blogosphere - Agarwal & Liu book
  • Community Detection - Tang & Liu book
  • Data Representations - Maciejewski book
  • Heterogeneous - Sun & Han book
  • Outlier Detection - Gupta et al. book
  • Privacy - Zheleva et al. book
  • Probabilistic - Barbiere et al. book
  • Provenance Data - Barnier et al. book
  • Visual Interface Design - Lam & Munzner book
  • Web Data Mining - Bing Liu book
  • Elements of Statistical Learning (2nd ed) - Hastie et al. book
  • Elements of Statistical Learning with R - James et al. book

• Artificial Intelligence and Machine Learning Books
  • Multiagent Systems - Nikos Vlassis book
  • Automated Planning - Geffner & Bonet book
  • Graphical Models - Rina Dechter book
  • Active Learning - Burr Settles book
  • Constraint-Based Temporal Reasoning - Barták et al. book
  • Game Playing - Genesereth & Thielscher book
  • Case-Based Reasoning - Beatriz López book
  • Markov Decision Processes - Mausam and Andrey Kolobov book
  • Cooperative GameTheory - Chalkiadakis et al. book
  • Trading Agents - Michael P.Wellman book
  • Human Computation - Lawe & von Ahn book
  • Preferences - Rossi et al. book
  • Support Vector Machines - Campbell & Ying book
  • Semi-Supervised Learning - Zhu & Goldberg book
  • Markov Logic - Domingos & Lowd book
  • Data Integration - Michael Genesereth book
  • Reinforcement Learning - Csaba Szepesvári book

• Text Mining, Information Retrieval, etc. Books
  • Aggarwal and Zhai book
  • Information Retrieval - Manning, Raghavan & Schütze book
  • Mining of Massive Datasets - Leskovec, Rajaraman & Ullman book
  • Information Retrieval Models - Tomas Roelleke book
  • Information Retrieval Evaluation - Donna Harman book

• Data Management Books
  • Data Cleaning - Ganti & Das Sarma book
  • Data Dependencies - Greco, et al. book
  • Data Protection - Elisa Bertino book
  • Database Replication - Kemme et al. book
  • Keyword Search - Yu et al. book
  • Multidimensional Databases - Jensen et al. book
  • Privacy-Preserving - Wong & Fu book
  • Relational and XML - Arenas et al. book
  • Social Networks - Chen et al. book

• Interesting Books
  • Introduction to Logic - Genesereth and Kao book
  • Latent Semantic Mapping - Jerome R. Bellegarda book
  • Linguistic Fundamentals for NLP - Emily M. Bender book
  • Problems of Philosophy - Bertrand Russell book

• LISP books
  • Cooper book
  • onlisp book
  • good-lisp-style book
  • jmc book
  • gnu book

• Prolog books
  • Prolog book
  • learn_prolog_now book
  • logic programming and prolog book

• Python and Perl books
• python tutorial book
• using python book
• perl tutorial book
• picking up perl
• higher order perl