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C4.5: Programs for Machine Learning

J. R. Quinlan

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Abstract

Classifier systems play a major role in machine learning and knowledge-based systems, and Ross Quinlan's work on ID3 and C4.5 is widely acknowledged to have made some of the most significant contributions to their development. This book is a complete guide to the C4.5 system as implemented in C for the UNIX environment. It contains a comprehensive guide to the system's use , the source code (about 8,800 lines), and implementation notes. The source code and sample datasets are also available for download (see below). C4.5 starts with large sets of cases belonging to known classes. The cases,

Topics & Concepts

Computer scienceUnixClassifier (UML)Machine learningArtificial intelligenceSource codeWorkstationSoftwareDecision treeSample (material)Software engineeringData miningProgramming languageOperating systemChromatographyChemistryEvolutionary Algorithms and Applications