Decision Trees
Chapter 6 - Decision Trees
Chapter Six of Introduction to Machine Learning - Notes by Nils J. Nilsson.
Clustering vs. DecisionTrees
Comparison between the "bottom up" hierarchical clustering approach and "top down" splitting as used in decision tree segmentation.
CRUISE Classification Tree
CRUISE is a statistical decision tree algorithm for classification. It is an improved descendant of an older algorithm called FACT.
Decision Making with Decision Trees
Article by Carole Matthews about using decision trees for decision making.
Decision Rings: Making Decision Trees Visual & non-Mathematical
This paper presents an alternative way of representing and solving the decision tree for nontechnical audiences.
Decision Theory and Decision Trees
Decision trees provide an effective structure in which alternative decisions and the implications of taking those decisions can be laid down and evaluated. They also help you to fo…
Decision Tree Analysis Using ODBCMine
ODBCMine generates decision trees from ODBC databases using the C4.5 data-mining algorithm.
Decision Tree Forests
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
Presents methods for analyzing decision trees, including exercises with solutions.
Decision tree: Information From Answers.com
Decision tree information page from Answers.com
Decision Trees Links
A collection of links about usage of decision trees in machine learning.
Decision Trees Tutorial
Tutorial Slides by Andrew Moore. A self-contained introduction to the flavor and terminology of data mining.
Efficient Decision Tree Construction on Streaming Data
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 algorit…
Game Theory and Business Strategy: Extensive Form Game Solver Applet
An applet which solves extensive form games (multi-player decision trees).
Genetic Decision Tree Building
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
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 & Technol…
Incremental Decision Tree Induction
ITI (Incremental Tree Inducer) - a program that constructs decision trees automatically from labeled examples.
Information on See5/C5.0
Data Mining Tools See5 and C5.0 - classifiers that are expressed as decision trees or sets of if-then rules.
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