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Decision Trees

Reference > Knowledge Management > Knowledge Creation > Problem Solving > Decision Trees

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Computers > Artificial Intelligence > Machine Learning (258)
Science > Math > Statistics > Bayesian Analysis (22)

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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.

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.

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 Analysis Using ODBCMine - http://www.intsysr.com/odbcmine.htm
ODBCMine generates decision trees from ODBC databases using the C4.5 data-mining algorithm.

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 Tree Primer - http://www.public.asu.edu/~kirkwood/DAStuff/decisiontrees/
Presents methods for analyzing decision trees, including exercises with solutions.

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.

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.

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).

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.

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.

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.

Learning from Data: Decision Trees - http://www.anc.ed.ac.uk/~amos/lfd/lectures/decisiontree.pdf
Lecture about decision trees by Amos Storkey.

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.

Mind Tools: Decision Tree Analysis - http://www.mindtools.com/dectree.html
Presents a worked example to explain the theory.

RainForest - http://www.cs.cornell.edu/johannes/papers/1998/vldb1998-rainforest.pdf
A Framework for Fast Decision Tree Construction of Large Datasets

SGI - MLC++: Tree Visualizer - http://www.sgi.com/tech/mlc/trees.html
SGI's MineSet Tree Visualizer for viewing decision-trees.

TreeAge Software, Inc. - http://www.treeage.com
Decision tree analysis software.

Vanguard - http://www.vanguardsw.com
Software for management decision analysis.

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