Record Display for the EPA National Library Catalog

RECORD NUMBER: 29 OF 58

OLS Field Name OLS Field Data
Main Title Machine Learning /
Author Mitchell, Tom M.
Publisher McGraw-Hill,
Year Published 1997
Report Number 197-7692
OCLC Number 36417892
ISBN 0070428077; 9780070428072; 0071154671; 9780071154673
Subjects Machine learning. ; Computer algorithms. ; Algoritmen. ; Kèunstliche Intelligenz ; Maschinelles Lernen ; Intelligence artificielle. ; Apprentissage automatique. ; Algorithmes. ; Apprentissage, Psychologie de l'. ; Kèunstliche Intelligenz.--(DE-588)4033447-8 ; Maschinelles Lernen.--(DE-588)4193754-5 ; Machine-learning.--gtt ; Algoritmen.--gtt
Internet Access
Description Access URL
http://www.loc.gov/catdir/description/mh022/97007692.html
Publisher description http://catdir.loc.gov/catdir/description/mh022/97007692.html
Table of contents http://www3.ub.tu-berlin.de/ihv/000371292.pdf
Abstract http://swbplus.bsz-bw.de/bsz079140394abs.htm
Holdings
Library Call Number Additional Info Location Last
Modified
Checkout
Status
EKBM  Q325.5.M58 1997 Research Triangle Park Library/RTP, NC 01/18/2008
Collation xvii, 414 pages : illustrations ; 25 cm.
Notes
Includes bibliographical references and indexes.
Contents Notes
1. Introduction -- 2. Concept Learning and the General-to-Specific Ordering -- 3. Decision Tree Learning -- 4. Artificial Neural Networks -- 5. Evaluating Hypotheses -- 6. Bayesian Learning -- 7. Computational Learning Theory -- 8. Instance-Based Learning -- 9. Genetic Algorithms -- 10. Learning Sets of Rules -- 11. Analytical Learning -- 12. Combining Inductive and Analytical Learning -- 13. Reinforcement Learning. Mitchell covers the field of machine learning, the study of algorithms that allow computer programs to automatically improve through experience and that automatically infer general laws from specific data.