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C4.5 - Programs for Machine Learning
von: J. Ross Quinlan
Elsevier Reference Monographs, 2014
ISBN: 9780080500584 , 313 Seiten
Format: PDF
Kopierschutz: DRM
Preis: 54,95 EUR
Front Cover
1
C4.5: Programs for Machine Learning
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Copyright Page
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Table of Contents
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Preface
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Obtaining the C4.5 Code
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CHAPTER 1. Introduction
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1.1 Example: Labor negotiation settlements
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1.2 Other kinds of classification models
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1.3 What lies ahead
27
CHAPTER 2. Constructing Decision Trees
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2.1 Divide and conquer
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2.2 Evaluating tests
31
2.3 Possible tests considered
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2.4 Tests on continuous attributes
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CHAPTER 3. Unknown Attribute Values
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3.1 Adapting the previous algorithms
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3.2 Play/Don't Play example again
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3.3 Recapitulation
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CHAPTER 4. Pruning Decision Trees
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4.1 When to simplify?
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4.2 Error-based pruning
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4.3 Example: Democrats and Republicans
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4.4 Estimating error rates for trees
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CHAPTER 5. From Trees to Rules
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5.1 Generalizing single rules
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5.2 Class rulesets
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5.3 Ranking classes and choosing a default
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5.4 Summary
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CHAPTER 6. Windowing
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6.1 Example: Hypothyroid conditions revisited
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6.2 Why retain windowing?
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6.3 Example: The multiplexor
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CHAPTER 7. Grouping Attribute Values
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7.1 Finding value groups by merging
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7.2 Example: Soybean diseases
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7.3 When to form groups?
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7.4 Example: The Monk's problems
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7.5 Uneasy reflections
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CHAPTER 8. Interacting with Classification Models
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8.1 Decision tree models
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8.2 Production rule models
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8.3 Caveat
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CHAPTER 9. Guide to Using the System
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9.1 Files
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9.2 Running the programs
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9.3 Conducting experiments
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9.4 Using options: A credit approval example
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CHAPTER 10. Limitations
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10.1 Geometric interpretation
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10.2 Nonrectangular regions
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10.3 Poorly delineated regions
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10.4 Fragmented regions
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10.5 A more cheerful note
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CHAPTER 11. Desirable Additions
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11.1 Continuous classes
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11.2 Ordered discrete attributes
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11.3 Structured attributes
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11.4 Structured induction
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11.5 Incremental induction
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11.6 Prospectus
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Appendix: Program Listings
120
Brief descriptions of the contents of the files
121
Notes on some important data structures
123
File Makefile
126
Alphabetic index of routines
299
References and Bibliography
302
Author Index
308
Subject Index
310
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