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Main Content

Decision Trees


Directory > Reference > Knowledge_Management > Knowledge_Creation > Problem_Solving > Decision Trees
Related Categories:
   Computers > Artificial_Intelligence > Machine_Learning (243)
   Science > Math > Statistics > Bayesian_Analysis (21)


456 Listings - DR (10/10)456 Listings - DR (10/10) Learning from Data: Decision Trees - http://www.anc.ed.ac.uk/~amos/lfd/lectures/decisiontree.pdf
Lecture about decision trees by Amos Storkey.
65 Listings - DR (9/10)65 Listings - DR (9/10) SGI - MLC++: Tree Visualizer - http://www.sgi.com/tech/mlc/trees.html
SGI's MineSet Tree Visualizer for viewing decision-trees.
25 Listings - DR (9/10)25 Listings - DR (9/10) SAS - Decision Trees - http://www.sas.com/technologies/analytics/datamining/miner/dec_trees.html
Advanced analysis model included in SAS Enterprise Miner.
8 Listings - DR (8/10)8 Listings - DR (8/10) Mind Tools: Decision Tree Analysis - http://www.mindtools.com/dectree.html
Presents a worked example to explain the theory.
On Target - DR (8/10)On Target - DR (8/10) TreeAge Software, Inc. - http://www.treeage.com
Decision tree analysis software.
On Target - DR (7/10)On Target - DR (7/10) 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.
275 Listings - DR (7/10)275 Listings - DR (7/10) 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.
6 Listings - DR (7/10)6 Listings - DR (7/10) 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.
1,172 Listings - DR (6/10)1,172 Listings - DR (6/10) RainForest - http://www.cs.cornell.edu/johannes/papers/1998/vldb1998-rainforest.pdf
A Framework for Fast Decision Tree Construction of Large Datasets
15 Listings - DR (6/10)15 Listings - DR (6/10) Decision Rings: Making Decision Trees Visual & non-Mathematical - http://ite.pubs.informs.org/Vol2No3/Bordley/index.php
This paper presents an alternative way of representing and solving the decision tree for nontechnical audiences.
1,861 Listings - DR (6/10)1,861 Listings - DR (6/10) 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.
440 Listings - DR (6/10)440 Listings - DR (6/10) Decision Tree Primer - http://www.public.asu.edu/~kirkwood/DAStuff/decisiontrees/
Presents methods for analyzing decision trees, including exercises with solutions.
11 Listings - DR (5/10)11 Listings - DR (5/10) 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).
On Target - DR (5/10)On Target - DR (5/10) 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.
On Target - DR (4/10)On Target - DR (4/10) 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.
830 Listings - DR (3/10)830 Listings - DR (3/10) 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.
On Target - DR (3/10)On Target - DR (3/10) Vanguard - http://www.vanguardsw.com
Software for management decision analysis.
On Target - DR (3/10)On Target - DR (3/10) 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.
401 Listings - DR (2/10)401 Listings - DR (2/10) 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.
5 Listings - DR (2/10)5 Listings - DR (2/10) 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.
27 Listings - DR (1/10)27 Listings - DR (1/10) 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.
440 Listings - DR (0/10)440 Listings - DR (0/10) 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.

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