An elementary introduction to statistical learning theory / (Record no. 1316)
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000 -LEADER | |
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fixed length control field | 02604cam a22004574a 4500 |
001 - CONTROL NUMBER | |
control field | 8834492 |
003 - CONTROL NUMBER IDENTIFIER | |
control field | BD-DhUL |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20150219124343.0 |
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS | |
fixed length control field | m d |
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION | |
fixed length control field | cr n |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 101123s2011 njua sb 001 0 eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9780470641835 (cloth) |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 0470641835 (cloth) |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9781118023433 |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 1118023439 |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9781118023464 |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 1118023463 |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9781118023471 |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 1118023471 |
035 ## - SYSTEM CONTROL NUMBER | |
System control number | (WaSeSS)ssj0000476962 |
040 ## - CATALOGING SOURCE | |
Original cataloging agency | DLC |
Transcribing agency | DLC |
Modifying agency | YDX |
-- | CDX |
-- | YDXCP |
-- | OIP |
-- | Z@L |
-- | DEBBG |
-- | DLC |
-- | WaSeSS |
-- | BD-DhUL |
042 ## - AUTHENTICATION CODE | |
Authentication code | pcc |
050 #4 - LIBRARY OF CONGRESS CALL NUMBER | |
Classification number | Q325.5 |
Item number | .K85 2011 |
082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 006.31 |
Edition number | 22 |
Item number | KUE |
084 ## - OTHER CLASSIFICATION NUMBER | |
Classification number | ST 300 |
Number source | rvk |
100 1# - MAIN ENTRY--PERSONAL NAME | |
Personal name | Kulkarni, Sanjeev. |
210 10 - ABBREVIATED TITLE | |
Abbreviated title | An elementary introduction to statistical learning theory |
245 13 - TITLE STATEMENT | |
Title | An elementary introduction to statistical learning theory / |
Statement of responsibility, etc. | Sanjeev Kulkarni, Gilbert Harman. |
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
Place of publication, distribution, etc. | Hoboken, N.J. : |
Name of publisher, distributor, etc. | Wiley, |
Date of publication, distribution, etc. | c2011. |
300 ## - PHYSICAL DESCRIPTION | |
Extent | xi, 209 p.: |
Other physical details | ill. ; |
Dimensions | 24 cm. |
365 ## - TRADE PRICE | |
Price type code | US$ |
Price amount | 89.06 |
490 1# - SERIES STATEMENT | |
Series statement | Wiley series in probability and statistics |
504 ## - BIBLIOGRAPHY, ETC. NOTE | |
Bibliography, etc | Includes bibliographical references and indexes. |
505 0# - FORMATTED CONTENTS NOTE | |
Formatted contents note | Introduction: Classification, Learning, Features, and Applications -- Probability -- Probability Densities -- The Pattern Recognition Problem -- The Optimal Bayes Decision Rule -- Learning from Examples -- The Nearest Neighbor Rule -- Kernel Rules -- Neural Networks: Perceptrons -- Multilayer Networks -- PAC Learning -- VC Dimension -- Infinite VC Dimension -- The Function Estimation Problem -- Learning Function Estimation -- Simplicity -- Support Vector Machines -- Boosting -- Bibliography. |
520 ## - SUMMARY, ETC. | |
Summary, etc. | "A joint endeavor from leading researchers in the fields of philosophy and electrical engineering An Introduction to Statistical Learning Theory provides a broad and accessible introduction to rapidly evolving field of statistical pattern recognition and statistical learning theory. Exploring topics that are not often covered in introductory level books on statistical learning theory, including PAC learning, VC dimension, and simplicity, the authors present upper-undergraduate and graduate levels with the basic theory behind contemporary machine learning and uniquely suggest it serves as an excellent framework for philosophical thinking about inductive inference"--Back cover. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Machine learning |
General subdivision | Statistical methods. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Pattern recognition systems. |
700 1# - ADDED ENTRY--PERSONAL NAME | |
Personal name | Harman, Gilbert. |
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE | |
Uniform title | Wiley series in probability and statistics. |
942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
Source of classification or shelving scheme | |
Koha item type | Books |
Price effective from | Date last seen | Permanent Location | Not for loan | Date acquired | Source of classification or shelving scheme | Koha item type | Lost status | Withdrawn status | Source of acquisition | Collection code | Damaged status | Shelving location | Barcode | Current Location | Full call number |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2014-08-08 | 2014-08-08 | Dhaka University Science Library | 2012-09-22 | Books | purchased | Non Fiction | General Stacks | 475129 | Dhaka University Science Library | 006.31 KUE |