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Books (Last updated 08/20/1999)

Text: Machine Learning, T. M. Mitchell. McGraw-Hill, 1997. ISBN: 0070428077
Selected readings (recommended books, on reserve in CIS Library):
  • Artificial Intelligence: A Modern Approach, S. J. Russell and P. Norvig. Prentice Hall, 1995. ISBN: 0131038052
  • Readings in Machine Learning, J. W. Shavlik and T. G. Dietterich, eds. Morgan Kaufmann, 1990. ISBN: 1558601430
  • Additional bibliography (excerpted in course notes and handouts):
  • Readings in Computer Inference and Knowledge Acquisition, B. G. Buchanan and D. C. Wilkins, eds. Morgan Kaufmann, 1993. ISBN: 1558601635
  • Readings in Uncertain Reasoning, G. Shafer and J. Pearl. Morgan Kaufmann, 1990. ISBN: 1558601252
  • Genetic Algorithms in Search, Optimization, and Machine Learning, D. E. Goldberg. Addison-Wesley, 1989. ISBN: 0201157675
  • Neural Networks for Pattern Recognition, C. M. Bishop. Oxford University Press, 1995. ISBN: 0198538499
  • Genetic Programming: On The Programming of Computers by Means of Natural Selection, J. Koza. MIT Press, 1992. ISBN: 0262111705
  • An Introduction to Computational Learning Theory, M. J. Kearns and U. V. Vazirani. MIT Press, 1994. ISBN: 0262111934
  • Pattern Classification and Scene Analysis, R. O. Duda and P. E. Hart. John Wiley and Sons, 1973. ISBN: 0471223611
  • Page created: 08/12/1999
    Last updated: 12/15/1999
    William H. Hsu