MARC details
| 000 -LEADER |
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| fixed length control field |
02920fam a2200349 a 4500 |
| CONTROL NUMBER |
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| control field |
1788743 |
| DATE AND TIME OF LATEST TRANSACTION |
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| control field |
20160209111217.0 |
| FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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| fixed length control field |
950928s1996 nyua b 001 0 eng |
| INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
9788132214977 |
| SYSTEM CONTROL NUMBER |
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| System control number |
(OCoLC)33276839 |
| SYSTEM CONTROL NUMBER |
|---|
| System control number |
(OCoLC)ocm33276839 |
| SYSTEM CONTROL NUMBER |
|---|
| System control number |
(NNC)1788743 |
| CATALOGING SOURCE |
|---|
| Original cataloging agency |
DLC |
| Transcribing agency |
DLC |
| Modifying agency |
NNC |
| -- |
OrLoB-B |
| LIBRARY OF CONGRESS CALL NUMBER |
|---|
| Classification number |
Q327 |
| Item number |
.D5 1996 |
| DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
003.52015192 |
| Edition number |
22 |
| Item number |
DEV |
| MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Devroye, Luc. |
| TITLE STATEMENT |
|---|
| Title |
A probabilistic theory of pattern recognition / |
| Statement of responsibility, etc |
Luc Devroye, László Györfi, Gábor Lugosi. |
| PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
|---|
| Place of publication, distribution, etc |
New Delhi : |
| Name of publisher, distributor, etc |
Springer, |
| -- |
CBS Publishers, |
| Date of publication, distribution, etc |
2014, c1996. |
| PHYSICAL DESCRIPTION |
|---|
| Extent |
xv, 636 p. : |
| Other physical details |
ill. ; |
| Dimensions |
25 cm. |
| SERIES STATEMENT |
|---|
| Series statement |
Applications of mathematics ; |
| Volume number/sequential designation |
31 |
| BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc |
Includes bibliographical references (p. [593]-618) and indexes. |
| FORMATTED CONTENTS NOTE |
|---|
| Miscellaneous information |
1. |
| Title |
Introduction -- |
| Miscellaneous information |
2. |
| Title |
The Bayes Error -- |
| Miscellaneous information |
3. |
| Title |
Inequalities and Alternate Distance Measures -- |
| Miscellaneous information |
4. |
| Title |
Linear Discrimination -- |
| Miscellaneous information |
5. |
| Title |
Nearest Neighbor Rules -- |
| Miscellaneous information |
6. |
| Title |
Consistency -- |
| Miscellaneous information |
7. |
| Title |
Slow Rates of Convergence -- |
| Miscellaneous information |
8. |
| Title |
Error Estimation -- |
| Miscellaneous information |
9. |
| Title |
The Regular Histogram Rule -- |
| Miscellaneous information |
10. |
| Title |
Kernel Rules -- |
| Miscellaneous information |
11. |
| Title |
Consistency of the k-Nearest Neighbor Rule -- |
| Miscellaneous information |
12. |
| Title |
Vapnik-Chervonenkis Theory -- |
| Miscellaneous information |
13. |
| Title |
Combinatorial Aspects of Vapnik-Chervonenkis Theory -- |
| Miscellaneous information |
14. |
| Title |
Lower Bounds for Empirical Classifier Selection -- |
| Miscellaneous information |
15. |
| Title |
The Maximum Likelihood Principle -- |
| Miscellaneous information |
16. |
| Title |
Parametric Classification -- |
| Miscellaneous information |
17. |
| Title |
Generalized Linear Discrimination -- |
| Miscellaneous information |
18. |
| Title |
Complexity Regularization -- |
| Miscellaneous information |
19. |
| Title |
Condensed and Edited Nearest Neighbor Rules -- |
| Miscellaneous information |
20. |
| Title |
Tree Classifiers -- |
| Miscellaneous information |
21. |
| Title |
Data-Dependent Partitioning -- |
| Miscellaneous information |
22. |
| Title |
Splitting the Data -- |
| Miscellaneous information |
23. |
| Title |
The Resubstitution Estimate -- |
| Miscellaneous information |
24. |
| Title |
Deleted Estimates of the Error Probability -- |
| Miscellaneous information |
25. |
| Title |
Automatic Kernel Rules -- |
| Miscellaneous information |
26. |
| Title |
Automatic Nearest Neighbor Rules -- |
| Miscellaneous information |
27. |
| Title |
Hypercubes and Discrete Spaces -- |
| FORMATTED CONTENTS NOTE |
|---|
| Miscellaneous information |
28. |
| Title |
Epsilon Entropy and Totally Bounded Sets -- |
| Miscellaneous information |
29. |
| Title |
Uniform Laws of Large Numbers -- |
| Miscellaneous information |
30. |
| Title |
Neural Networks -- |
| Miscellaneous information |
31. |
| Title |
Other Error Estimates -- |
| Miscellaneous information |
32. |
| Title |
Feature Extraction. |
| SUMMARY, ETC. |
|---|
| Summary, etc |
Pattern recognition presents one of the most significant challenges for scientists and engineers, and many different approaches have been proposed. The aim of this book is to provide a self-contained account of probabilistic analysis of these approaches. The book includes a discussion of distance measures, nonparametric methods based on kernels or nearest neighbors, Vapnik-Chervonenkis theory, epsilon entropy, parametric classification, error estimation, tree classifiers, and neural networks. |
| SUMMARY, ETC. |
|---|
| Summary, etc |
Wherever possible, distribution-free properties and inequalities are derived. A substantial portion of the results or the analysis is new. Over 430 problems and exercises complement the material. |
| SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Pattern perception. |
| 9 (RLIN) |
8811 |
| SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Probabilities. |
| ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Györfi, László. |
| ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Lugosi, Gábor. |
| SERIES ADDED ENTRY--UNIFORM TITLE |
|---|
| Uniform title |
Applications of mathematics ; |
| Volume number/sequential designation |
31. |
| ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
Dewey Decimal Classification |
| Item type |
Books |
