Foundations of machine learning (Record no. 259)

000 -LEADER
fixed length control field 01292nam a2200181Ia 4500
003 - CONTROL NUMBER IDENTIFIER
control field OSt
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20240827131021.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 170804s2012 xx 000 0 und d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9780262018258
040 ## - CATALOGING SOURCE
Original cataloging agency ICTS-TIFR
100 ## - MAIN ENTRY--PERSONAL NAME
Personal name Mohri,Mehryar
245 ## - TITLE STATEMENT
Title Foundations of machine learning
260 ## - PUBLICATION, DISTRIBUTION, ETC.
Name of publisher, distributor, etc. MIT Press, London
Date of publication, distribution, etc. [c2012]
Place of publication, distribution, etc. Massachusetts:
300 ## - Physical Description
Pages: 411 p.
505 ## - FORMATTED CONTENTS NOTE
Formatted contents note 1 Introduction<br/>2 The PAC Learning Framework<br/>3 Rademacher Complexity and VC Dimension<br/>4 Support Vector Machines<br/>5 Kernel Methods<br/>6 Boosting<br/>7 OnLine Learning<br/>8 MultiClass Classification<br/>9 Ranking<br/>10 Regression<br/>11 Algorithmic Stability<br/>12 Dimensionality Reduction<br/>13 Learning Automata and Languages<br/>14 Reinforcement Learning<br/>Conclusion
520 ## - SUMMARY, ETC.
Summary, etc. This book is a general introduction to machine learning that can serve as a textbook for graduate students and a reference for researchers. It covers fundamental modern topics in machine learning while providing the theoretical basis and conceptual tools needed for the discussion and justification of algorithms. It also describes several key aspects of the application of these algorithms. The authors aim to present novel theoretical tools and concepts while giving concise proofs even for relatively advanced topics.
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme
Koha item type Book
Holdings
Withdrawn status Lost status Damaged status Not for loan Collection code Home library Shelving location Date acquired Full call number Accession No. Koha item type
          ICTS Rack No 3 07/28/2016 Q325.5 00259 Book