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An Overview of the Field

Combining Pattern Classifiers, 2014, p.94-110

Copyright © 2014 John Wiley & Sons, Inc. All rights reserved. ;ISBN: 1118315235 ;ISBN: 9781118315231 ;EISBN: 1118914554 ;EISBN: 9781118914557 ;EISBN: 9781118914540 ;EISBN: 1118914546 ;EISBN: 1118914562 ;EISBN: 9781118914564 ;DOI: 10.1002/9781118914564.ch3 ;OCLC: 878051089 ;LCCallNum: TK7882.P3 -- .K863 2014eb

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  • Title:
    An Overview of the Field
  • Author: Kuncheva, Ludmila I
  • Kuncheva, Ludmila I
  • Subjects: APPLICATIONS OF COMPUTING ; classifier ensembles ; ELECTRONICS & COMMUNICATIONS ENGINEERING ; machine learning ; MATHEMATICS ; pattern recognition
  • Is Part Of: Combining Pattern Classifiers, 2014, p.94-110
  • Description: Several classifiers are employed to make a classification decision about the object submitted at the input, and the individual decisions are subsequently aggregated. Classifier ensembles are justly receiving increasing attention and accolade and generating a wealth of research. Theoretical and empirical studies have demonstrated that an ensemble of classifiers is typically more accurate than a single classifier. Research on classifier ensembles permeate many strands of machine learning including streaming data, biometrics, concept drift, and incremental learning. Historically, pattern recognition and machine learning evolved with only little interaction, separated by each field's strive for identity, the immaturity of electronic communications, and an ocean. Nonetheless, they are arguably facets of the same field and have been growing closer in the past decades. Finally the bibliometric snapshot suggests that the area of classifier ensembles has established itself and branched out to answer practical challenges in image analysis, proteomics, biometrics, medicine, ecology, etc.
  • Publisher: United States: John Wiley & Sons, Incorporated
  • Language: English
  • Identifier: ISBN: 1118315235
    ISBN: 9781118315231
    EISBN: 1118914554
    EISBN: 9781118914557
    EISBN: 9781118914540
    EISBN: 1118914546
    EISBN: 1118914562
    EISBN: 9781118914564
    DOI: 10.1002/9781118914564.ch3
    OCLC: 878051089
    LCCallNum: TK7882.P3 -- .K863 2014eb
  • Source: Ebook Central Academic Complete
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