MARC details
000 -LEADER |
fixed length control field |
03369nam a22004695i 4500 |
003 - CONTROL NUMBER IDENTIFIER |
control field |
DE-He213 |
005 - DATE AND TIME OF LATEST TRANSACTION |
control field |
20231104114418.0 |
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
fixed length control field |
cr nn 008mamaa |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
fixed length control field |
151005s2015 gw | s |||| 0|eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
International Standard Book Number |
9783319218588 |
Canceled/invalid ISBN |
978-3-319-21858-8 |
024 7# - OTHER STANDARD IDENTIFIER |
Standard number or code |
10.1007/978-3-319-21858-8 |
Source of number or code |
doi |
040 ## - CATALOGING SOURCE |
Original cataloging agency |
TR-AnTOB |
Language of cataloging |
eng |
Transcribing agency |
TR-AnTOB |
Description conventions |
rda |
050 #4 - LIBRARY OF CONGRESS CALL NUMBER |
Classification number |
Q334-342 |
072 #7 - SUBJECT CATEGORY CODE |
Subject category code |
UYQ |
Source |
bicssc |
|
Subject category code |
COM004000 |
Source |
bisacsh |
|
Subject category code |
UYQ |
Source |
thema006.3 |
-- |
23 |
041 ## - LANGUAGE CODE |
Language code of text/sound track or separate title |
İngilizce |
100 1# - MAIN ENTRY--PERSONAL NAME |
Personal name |
Bolón-Canedo, Verónica. |
Relator term |
author. |
Relator code |
aut |
-- |
http://id.loc.gov/vocabulary/relators/aut |
245 10 - TITLE STATEMENT |
Title |
Feature Selection for High-Dimensional Data / |
Statement of responsibility, etc. |
by Verónica Bolón-Canedo, Noelia Sánchez-Maroño, Amparo Alonso-Betanzos. |
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
Place of production, publication, distribution, manufacture |
Cham : |
Name of producer, publisher, distributor, manufacturer |
Springer International Publishing : |
-- |
Imprint: Springer, |
Date of production, publication, distribution, manufacture, or copyright notice |
2015. |
300 ## - PHYSICAL DESCRIPTION |
Extent |
1 online resource |
336 ## - CONTENT TYPE |
Content type term |
text |
Content type code |
txt |
Source |
rdacontent |
337 ## - MEDIA TYPE |
Media type term |
computer |
Media type code |
c |
Source |
rdamedia |
338 ## - CARRIER TYPE |
Carrier type term |
online resource |
Carrier type code |
cr |
Source |
rdacarrier |
347 ## - DIGITAL FILE CHARACTERISTICS |
File type |
text file |
Encoding format |
PDF |
Source |
rda |
490 0# - SERIES STATEMENT |
Series statement |
Artificial Intelligence: Foundations, Theory, and Algorithms, |
International Standard Serial Number |
2365-3051 |
505 0# - FORMATTED CONTENTS NOTE |
Formatted contents note |
Introduction to High-Dimensionality -- Foundations of Feature Selection -- Experimental Framework -- Critical Review of Feature Selection Methods -- Application of Feature Selection to Real Problems -- Emerging Challenges. |
520 ## - SUMMARY, ETC. |
Summary, etc. |
This book offers a coherent and comprehensive approach to feature subset selection in the scope of classification problems, explaining the foundations, real application problems and the challenges of feature selection for high-dimensional data. The authors first focus on the analysis and synthesis of feature selection algorithms, presenting a comprehensive review of basic concepts and experimental results of the most well-known algorithms. They then address different real scenarios with high-dimensional data, showing the use of feature selection algorithms in different contexts with different requirements and information: microarray data, intrusion detection, tear film lipid layer classification and cost-based features. The book then delves into the scenario of big dimension, paying attention to important problems under high-dimensional spaces, such as scalability, distributed processing and real-time processing, scenarios that open up new and interesting challenges for researchers. The book is useful for practitioners, researchers and graduate students in the areas of machine learning and data mining. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name entry element |
Artificial intelligence. |
|
Topical term or geographic name entry element |
Data mining. |
|
Topical term or geographic name entry element |
Data structures (Computer scienc. |
|
Topical term or geographic name entry element |
Artificial Intelligence. |
Authority record control number or standard number |
http://scigraph.springernature.com/things/product-market-codes/I21000 |
|
Topical term or geographic name entry element |
Data Mining and Knowledge Discovery. |
Authority record control number or standard number |
http://scigraph.springernature.com/things/product-market-codes/I18030 |
|
Topical term or geographic name entry element |
Data Structures. |
Authority record control number or standard number |
http://scigraph.springernature.com/things/product-market-codes/I15017 |
700 1# - ADDED ENTRY--PERSONAL NAME |
Personal name |
Sánchez-Maroño, Noelia. |
Relator term |
author. |
Relator code |
aut |
-- |
http://id.loc.gov/vocabulary/relators/aut |
|
Personal name |
Alonso-Betanzos, Amparo. |
Relator term |
author. |
Relator code |
aut |
-- |
http://id.loc.gov/vocabulary/relators/aut |
710 2# - ADDED ENTRY--CORPORATE NAME |
Corporate name or jurisdiction name as entry element |
SpringerLink (Online service) |
856 40 - ELECTRONIC LOCATION AND ACCESS |
Materials specified |
Springer eBooks |
Public note |
Online access link to the resource |
Uniform Resource Identifier |
<a href="https://doi.org/10.1007/978-3-319-21858-8">https://doi.org/10.1007/978-3-319-21858-8</a> |
942 ## - ADDED ENTRY ELEMENTS (KOHA) |
Source of classification or shelving scheme |
Library of Congress Classification |
Koha item type |
E-Book |