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  Decision Trees (22)

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Decision Trees Tutorial Open in a new windowLink Details
- Tutorial Slides by Andrew Moore. A self-contained introduction to the flavor and terminology of data mining.
- http://www.autonlab.org/tutorials/dtree.html

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

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Vanguard Open in a new windowLink Details
- Software for management decision analysis.
- http://www.vanguardsw.com

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TreeAge Software, Inc. Open in a new windowLink Details
- Decision tree analysis software.
- http://www.treeage.com

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IBM Systems Journal: A decision-tree-based symbolic rule induction system for text categorization Open in a new windowLink Details
- 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 & Technology, is provided free of charge by LookSmart's FindArticles service.
- http://www.findarticles.com/p/articles/mi_m0ISJ/is_3_41/ai_91469715

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Clustering vs. DecisionTrees Open in a new windowLink Details
- Comparison between the "bottom up" hierarchical clustering approach and "top down" splitting as used in decision tree segmentation.
- http://www.clustan.com/clustering_v_decision_trees.html

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Decision Tree Analysis Using ODBCMine Open in a new windowLink Details
- ODBCMine generates decision trees from ODBC databases using the C4.5 data-mining algorithm.
- http://www.intsysr.com/odbcmine.htm

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Genetic Decision Tree Building Open in a new windowLink Details
- An alternative to ID3 method of building decision trees that uses a genetic algorithm.
- http://nand.net/~paras/genetic_decision_trees/

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Efficient Decision Tree Construction on Streaming Data Open in a new windowLink Details
- 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.
- http://www.cse.ohio-state.edu/~agrawal/p/sigkdd03.pdf

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CRUISE Classification Tree Open in a new windowLink Details
- CRUISE is a statistical decision tree algorithm for classification. It is an improved descendant of an older algorithm called FACT.
- http://www.stat.wisc.edu/~loh/cruise.html

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Chapter 6 - Decision Trees Open in a new windowLink Details
- Chapter Six of Introduction to Machine Learning - Notes by Nils J. Nilsson.
- http://ai.stanford.edu/people/nilsson/MLDraftBook/ch6-ml.pdf

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SGI - MLC++: Tree Visualizer Open in a new windowLink Details
- SGI's MineSet Tree Visualizer for viewing decision-trees.
- http://www.sgi.com/tech/mlc/trees.html

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Decision Rings: Making Decision Trees Visual & non-Mathematical Open in a new windowLink Details
- This paper presents an alternative way of representing and solving the decision tree for nontechnical audiences.
- http://ite.pubs.informs.org/Vol2No3/Bordley/index.php

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Meta Decision Trees Open in a new windowLink Details
- 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.
- http://ai.ijs.si/bernard/mdts/

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Decision Tree Primer Open in a new windowLink Details
- Presents methods for analyzing decision trees, including exercises with solutions.
- http://www.public.asu.edu/~kirkwood/DAStuff/decisiontrees/

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Decision Tree Forests Open in a new windowLink Details
- 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.
- http://www.dtreg.com/treeforest.htm

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Information on See5/C5.0 Open in a new windowLink Details
- Data Mining Tools See5 and C5.0 - classifiers that are expressed as decision trees or sets of if-then rules.
- http://www.rulequest.com/see5-info.html

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

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SAS - Decision Trees Open in a new windowLink Details
- Advanced analysis model included in SAS Enterprise Miner.
- http://www.sas.com/technologies/analytics/datamining/miner/dec_trees.html

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Incremental Decision Tree Induction Open in a new windowLink Details
- ITI (Incremental Tree Inducer) - a program that constructs decision trees automatically from labeled examples.
- http://www-lrn.cs.umass.edu/iti/

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Game Theory and Business Strategy: Extensive Form Game Solver Applet Open in a new windowLink Details
- An applet which solves extensive form games (multi-player decision trees).
- http://www.gametheory.net/Mike/applets/ExtensiveForm/

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

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