Introduction to machine learning / (Record no. 25804)

MARC details
000 -LEADER
fixed length control field 02028cam a2200301 i 4500
003 - CONTROL NUMBER IDENTIFIER
control field CUTN
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20180912114806.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 140327s2014 maua b 001 0 eng
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9788120350786
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9780262028189 (hardcover)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 0262028182 (hardcover)
041 ## - LANGUAGE CODE
Language English
042 ## - AUTHENTICATION CODE
Authentication code pcc
082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.31
Edition number 23
Item number ALP
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Alpaydin, Ethem,
245 10 - TITLE STATEMENT
Title Introduction to machine learning /
Statement of responsibility, etc Ethem Alpaydin.
250 ## - EDITION STATEMENT
Edition statement Third edition.
300 ## - PHYSICAL DESCRIPTION
Extent xxii, 613 pages :
Other physical details illustrations ;
Dimensions 24 cm.
505 0# - FORMATTED CONTENTS NOTE
Contents Introduction -- Supervised learning -- Bayesian decision theory -- Parametric methods -- Multivariate methods -- Dimensionality reduction -- Clustering -- Nonparametric methods -- Decision trees -- Linear discrimination -- Multilayer perceptrons -- Local models -- Kernel machines -- Graphical models -- Hidden markov models -- Bayesian estimation -- Combining multiple learners -- Reinforcement learning -- Design and analysis of machine learning experiments.
505 0# - FORMATTED CONTENTS NOTE
Contents Preface <br/><br/>Notations <br/><br/>1. Introduction <br/><br/>2 Supervised Learning <br/><br/>3. Bayesian Decision Theory <br/><br/>4. Parametric Methods<br/><br/>5. Multivariate Methods <br/><br/>6. Dimensionality Reduction <br/><br/>7. Clustering <br/><br/>8. Nonparametric Methods <br/><br/>9. Decision Trees<br/><br/>10. Linear Discrimination<br/><br/>11. Multilayer Perceptrons <br/><br/>12. Local Models<br/><br/>13. Kernel Machines<br/><br/>14. Graphical Models <br/><br/>15. Hidden Markov Models <br/><br/>16. Bayesian Estimation<br/><br/>17. Combining Multiple Learners<br/><br/>18. Reinforcement Learning<br/><br/>19. Design and Analysis of Machine Learning Experiments<br/><br/>A. Probability <br/><br/>Index
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Machine learning.
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Dewey Decimal Classification
Koha item type General Books
100 1# - MAIN ENTRY--PERSONAL NAME
Relator term author.
490 0# - SERIES STATEMENT
Series statement Adaptive computation and machine learning
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc Includes bibliographical references (page 203) and index.
906 ## - LOCAL DATA ELEMENT F, LDF (RLIN)
a 7
b cbc
c orignew
d 1
e ecip
f 20
g y-gencatlg
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Collection code Home library Location Shelving location Date of Cataloging Total Checkouts Total Renewals Full call number Barcode Checked out Date last seen Date checked out Price effective from Koha item type
    Dewey Decimal Classification     Non-fiction CUTN Central Library CUTN Central Library Generalia 12/09/2018 4 3 006.31 ALP 34119 05/08/2022 08/07/2022 08/07/2022 12/09/2018 General Books
    Dewey Decimal Classification     Non-fiction CUTN Central Library CUTN Central Library Generalia 12/09/2018 7 6 006.31 ALP 34120   02/05/2024 05/03/2024 12/09/2018 General Books
    Dewey Decimal Classification     Non-fiction CUTN Central Library CUTN Central Library Generalia 12/09/2018 7 4 006.31 ALP 34121   14/03/2024 29/02/2024 12/09/2018 General Books