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Written Problem Sets and Programming Assignments (Machine Problems)
(Last updated 22 Oct 2002)
Homework 1 (assigned 22 Sep 2002, due 01 Oct 2002): Version Spaces, PAC Learning, Decision Trees, and Perceptrons
Problem set - MS Word 97/2000/XP format
Paper Reviews
(Last updated 22 Oct 2002)
01. Due Tuesday, 10 Sep 2002: "A Theory of the Learnable", L. G. Valiant.
02. Due Thursday, 17 Sep 2002: "The Need for Biases in Learning Generalizations", T. M. Mitchell.
03. Due Tuesday, 24 Sep 2002: ""Pushing the Envelope: Planning, Propositional Logic, and Stochastic Search", H. Kautz and B. Selman
04. Due Tuesday, 01 Oct 2002: "MDL-Based Decision Tree Pruning ",M. Mehta, J. Rissanen, R. Agrawal .
05. Due Tuesday, 08 Oct 2002: "Statistical Language Learning",E. Charniak .
06. Due Tuesday, 15 Oct 2002: "In Defense of Probability",P. Cheeseman .
07. Due Tuesday, 22 Oct 2002: "Bucket Elimination - A Unifying Framework for Probabilistic Inference", .
08. Due Tuesday, 29 Oct 2002: "Bayesian Landmark Learning for Mobile Robot Localization",S. Thrun .
09. Due Tuesday, 05 Nov 2002: "Automatic Programming of Behavior-based Robots using Reinforcement Learning", .
10. Due Tuesday, 12 Nov 2002: "An Improved Training Algorithm for Support Vector Machines",E. Osuna, R. Freund, and F. Girosi .
11. Due Tuesday, 19 Nov 2002: "Experiments with a New Boosting Algorithm",Y. Freund and R. E. Schapire .
12. Due Tuesday, 26 Nov 2002: "How XCS Evolves Accurate Classifiers",M. V. Butz, T. Kovacs, P. L. Lanzi, S. W. Wilson .
13. Due Tuesday, 10 Dec 2002: "Using Symbolic Learning to Improve Knowledge-Based Neural Networks",G. G. Towell and J. W. Shavlik .
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Page created: 18 Aug 1999
Last updated: 22 Oct 2002
CIS732 TA
