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Decision Trees
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    Computers > Artificial Intelligence > Machine Learning  (258)
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  Information on See5/C5.0 http://www.rulequest.com/see5-info.html
Data Mining Tools See5 and C5.0 - classifiers that are expressed as decision trees or sets of if-then rules.
  TreeAge Software, Inc. http://www.treeage.com
Decision tree analysis software.
  Mind Tools: Decision Tree Analysis http://www.mindtools.com/dectree.html
Presents a worked example to explain the theory.
  SGI - MLC++: Tree Visualizer http://www.sgi.com/tech/mlc/trees.html
SGI's MineSet Tree Visualizer for viewing decision-trees.
  Vanguard http://www.vanguardsw.com
Software for management decision analysis.
  CRUISE Classification Tree http://www.stat.wisc.edu/~loh/cruise.html
CRUISE is a statistical decision tree algorithm for classification. It is an improved descendant of an older algorithm called FACT.
  Decision Tree Forests http://www.dtreg.com/treeforest.htm
DTREG generates a Decision Tree Forest that is an ensemble (collection) of decision trees whose predictions are combined to make the overall prediction for the forest.
  Decision Trees Tutorial http://www.autonlab.org/tutorials/dtree.html
Tutorial Slides by Andrew Moore. A self-contained introduction to the flavor and terminology of data mining.
  Chapter 6 - Decision Trees http://ai.stanford.edu/people/nilsson/MLDraftBook/ch6-ml.pdf
Chapter Six of Introduction to Machine Learning - Notes by Nils J. Nilsson.
  Decision Tree Primer http://www.public.asu.edu/~kirkwood/DAStuff/decisiontrees/
Presents methods for analyzing decision trees, including exercises with solutions.
  Meta Decision Trees http://ai.ijs.si/bernard/mdts/
Meta Decision Trees are a novel method for combining multiple classifiers. MDT leaves specify which base-level classifier should be used, instead of predicting the class value directly.
  Efficient Decision Tree Construction on Streaming Data http://www.cse.ohio-state.edu/~agrawal/p/sigkdd03.pdf
This paper addresses the problem of decision tree construction in mining streaming data and introduces two new techniques that improve the efficiency of Domingos and Hulten algorithm.
  Incremental Decision Tree Induction http://www-lrn.cs.umass.edu/iti/
ITI (Incremental Tree Inducer) - a program that constructs decision trees automatically from labeled examples.
  Game Theory and Business Strategy: Extensive Form Game Solver Applet http://www.gametheory.net/Mike/applets/ExtensiveForm/
An applet which solves extensive form games (multi-player decision trees).
  Decision Tree Analysis Using ODBCMine http://www.intsysr.com/odbcmine.htm
ODBCMine generates decision trees from ODBC databases using the C4.5 data-mining algorithm.
  RainForest http://www.cs.cornell.edu/johannes/papers/1998/vldb1998-rainforest.pdf
A Framework for Fast Decision Tree Construction of Large Datasets
  Learning from Data: Decision Trees http://www.anc.ed.ac.uk/~amos/lfd/lectures/decisiontree.pdf
Lecture about decision trees by Amos Storkey.
  Clustering vs. DecisionTrees http://www.clustan.com/clustering_v_decision_trees.html
Comparison between the "bottom up" hierarchical clustering approach and "top down" splitting as used in decision tree segmentation.
  Genetic Decision Tree Building http://nand.net/~paras/genetic_decision_trees/
An alternative to ID3 method of building decision trees that uses a genetic algorithm.
  IBM Systems Journal: A decision-tree-based symbolic rule induction system for text categorization http://www.findarticles.com/p/articles/mi_m0ISJ/is_3_41/ai_91469715
Full text of the article, 'A decision-tree-based symbolic rule induction system for text categorization' from IBM Systems Journal, a publication in the field of Computers and Technology, is provided free of charge by LookSmart's FindArticles service.

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