|
 ABSTRACT
This exciting addition to the McGraw-Hill Series in Computer Science focuses on the concepts and techniques that contribute to the rapidly changing field of machine learning--including probability and statistics, artificial intelligence, and neural networks--unifying them all in a logical and coherent manner. Machine Learning serves as a useful reference tool for software developers and researchers, as well as an outstanding text for college students.
Table of contents
Chapter 1. Introduction
Chapter 2. Concept Learning and the General-to-Specific Ordering
Chapter 3. Decision Tree Learning
Chapter 4. Artificial Neural Networks
Chapter 5. Evaluating Hypotheses
Chapter 6. Bayesian Learning
Chapter 7. Computational Learning Theory
Chapter 8. Instance-Based Learning
Chapter 9. Inductive Logic Programming
Chapter 10. Analytical Learning
Chapter 11. Combining Inductive and Analytical Learning
Chapter 12. Reinforcement Learning. |
CITED BY 1,198
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C. -X. J. Feng , Z. -G. S. Yu , J. T. Emanuel , P. -G. Li , X. -Y. Shao , Z. -H. Wang, Threefold versus fivefold cross-validation and individual versus average data in predictive regression modelling of machining experimental data, International Journal of Computer Integrated Manufacturing, v.21 n.6, p.702-714, September 2008
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Brian French , Asim Smailagic , Dan Siewiorek , Vishnu Ambur , Divya Tyamagundlu, Classifying wheelchair propulsion patterns with a wrist mounted accelerometer, Proceedings of the ICST 3rd international conference on Body area networks, March 13-17, 2008, Tempe, Arizona
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Xingwei Wang , Bin Zheng , Shibo Li , John J. Mulvihill , Marc C. Wood , Hong Liu, Automated classification of metaphase chromosomes: Optimization of an adaptive computerized scheme, Journal of Biomedical Informatics, v.42 n.1, p.22-31, February, 2009
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Weihang Jiang , Chongfeng Hu , Shankar Pasupathy , Arkady Kanevsky , Zhenmin Li , Yuanyuan Zhou, Understanding customer problem troubleshooting from storage system logs, Proccedings of the 7th conference on File and stroage technologies, p.43-56, February 24-27, 2009, San Francisco, California
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Youngjoo Lee , Joon Beom Seo , June Goo Lee , Song Soo Kim , Namkug Kim , Suk Ho Kang, Performance testing of several classifiers for differentiating obstructive lung diseases based on texture analysis at high-resolution computerized tomography (HRCT), Computer Methods and Programs in Biomedicine, v.93 n.2, p.206-215, February, 2009
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