Online Public Access Catalogue (OPAC)
Library,Documentation and Information Science Division

“A research journal serves that narrow

borderland which separates the known from the unknown”

-P.C.Mahalanobis


Ensemble Learning: (Record no. 427779)

000 -LEADER
fixed length control field 01824 a2200289 4500
003 - CONTROL NUMBER IDENTIFIER
control field ISI Library, Kolkata
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20200623142824.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 200623b ||||| |||| 00| 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9789811201950
040 ## - CATALOGING SOURCE
Original cataloging agency ISI Library
Language of cataloging English
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER
Edition number 23
Classification number 006.31
Item number R742
100 ## - MAIN ENTRY--PERSONAL NAME
Personal name Rokach, Lior
Relator term author
245 ## - TITLE STATEMENT
Title Ensemble Learning:
Remainder of title Pattern Classification Using Ensemble Methods /
Statement of responsibility, etc Lior Rokach
250 ## - EDITION STATEMENT
Edition statement 2nd
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Name of publisher, distributor, etc World Scientific,
Date of publication, distribution, etc 2019
Place of publication, distribution, etc Singapore:
300 ## - PHYSICAL DESCRIPTION
Extent xv, 284 pages,
Other physical details diagrams;
Dimensions 23 cm.
490 0# - SERIES STATEMENT
Series statement Machine Perception and Artificial Intelligence
Volume number/sequential designation 85
International Standard Serial Number 17930839
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc Includes bibliography and index
505 ## - FORMATTED CONTENTS NOTE
Formatted contents note Preface<br/>1. Introduction to machine learning<br/>2. Classification and Regression trees<br/>3. Introduction to Ensemble learning<br/>4. Ensemble Classification<br/>5. Gradient Boosting Machines<br/>6. Ensemble Diversity<br/>7. Ensemble Selection<br/>8. error Correcting Output Codes<br/>9. Evaluating Ensembles of Classifiers<br/>Bibliography<br/>Index<br/><br/>
520 ## - SUMMARY, ETC.
Summary, etc This updated compendium provides a methodical introduction with a coherent and unified repository of ensemble methods, theories, trends, challenges, and applications. More than a third of this edition comprised of new materials, highlighting descriptions of the classic methods, and extensions and novel approaches that have recently been introduced. Along with algorithmic descriptions of each method, the settings in which each method is applicable and the consequences and trade offs incurred by using the method is succinctly featured. R code for implementation of the algorithm is also emphasized.<br/>
650 04 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Machine Learning
650 04 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Ensemble Learning
650 04 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Artificial Intelligence
650 04 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Pattern Classification
650 04 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Machine Perception
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme
Koha item type Books
Holdings
Lost status Not for loan Permanent Location Current Location Date acquired Source of acquisition Cost, normal purchase price Full call number Accession Number Koha item type
    ISI Library, Kolkata ISI Library, Kolkata 2020-02-21 584 7601.79 006.31 R742 138444 Books
Library, Documentation and Information Science Division, Indian Statistical Institute, 203 B T Road, Kolkata 700108, INDIA
Phone no. 91-33-2575 2100, Fax no. 91-33-2578 1412, ksatpathy@isical.ac.in


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