skip to content
Support vector machines for pattern classification Preview this item
ClosePreview this item
Checking...

Support vector machines for pattern classification

Author: Shigeo Abe
Publisher: London : Springer, ©2005.
Series: Advances in pattern recognition.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Database:WorldCat
Summary:
Support vector machines (SVMs), were originally formulated for two-class classification problems, and have been accepted as a powerful tool for developing pattern classification and function approximations systems. This book provides a unique perspective of the state of the art in SVMs by taking the only approach that focuses on classification rather than covering the theoretical aspects. The book clarifies the  Read more...
Rating:

(not yet rated) 0 with reviews - Be the first.

Subjects
More like this

 

Find a copy online

Links to this item

Find a copy in the library

&AllPage.SpinnerRetrieving; Finding libraries that hold this item...

Details

Genre/Form: Electronic books
Additional Physical Format: Print version:
Abe, Shigeo, 1947-
Support vector machines for pattern classification.
London : Springer, ©2005
(DLC) 2005040265
(OCoLC)57475934
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Shigeo Abe
ISBN: 1852339292 9781852339296 1846282195 9781846282195
OCLC Number: 65196441
Description: 1 online resource (xiv, 343 pages) : illustrations.
Contents: Two-class support vector machines --
Multiclass support vector machines --
Variants of support vector machines --
Training methods --
Feature selection and extraction --
Clustering --
Kernel-based methods --
Maximum-margin multilayer neural networks --
Maximum-margin fuzzy classifiers --
Function approximation --
Conventional classifiers --
Matrices --
Quadratic programming --
Positive semidefinite kernels and reproducing kernel Hilbert space.
Series Title: Advances in pattern recognition.
Responsibility: Shigeo Abe.
More information:

Abstract:

Support Vector Machines are popular because of their high classification importance; this book focuses on the discussions on SVMs specifically to pattern classification.  Read more...

Reviews

Editorial reviews

Publisher Synopsis

From the reviews: "This broad and deep ... book is organized around the highly significant concept of pattern recognition by support vector machines (SVMs). ... The book is praxis and application Read more...

 
User-contributed reviews
Retrieving GoodReads reviews...
Retrieving DOGObooks reviews...

Tags

Be the first.
Confirm this request

You may have already requested this item. Please select Ok if you would like to proceed with this request anyway.

Linked Data


Primary Entity

<http://www.worldcat.org/oclc/65196441> # Support vector machines for pattern classification
    a schema:Book, schema:CreativeWork, schema:MediaObject ;
    library:oclcnum "65196441" ;
    library:placeOfPublication <http://dbpedia.org/resource/London> ; # London
    library:placeOfPublication <http://id.loc.gov/vocabulary/countries/enk> ;
    schema:about <http://experiment.worldcat.org/entity/work/data/3034085#Topic/machine_learning> ; # Machine learning
    schema:about <http://experiment.worldcat.org/entity/work/data/3034085#Topic/informatique> ; # Informatique
    schema:about <http://dewey.info/class/005.52/e22/> ;
    schema:about <http://experiment.worldcat.org/entity/work/data/3034085#Topic/traitement_de_texte> ; # Traitement de texte
    schema:about <http://experiment.worldcat.org/entity/work/data/3034085#Topic/computers_digital_media_desktop_publishing> ; # COMPUTERS--Digital media--Desktop Publishing
    schema:about <http://id.worldcat.org/fast/1055266> ; # Pattern recognition systems
    schema:about <http://experiment.worldcat.org/entity/work/data/3034085#Topic/apprentissage_automatique> ; # Apprentissage automatique
    schema:about <http://experiment.worldcat.org/entity/work/data/3034085#Topic/computer_science> ; # Computer Science
    schema:about <http://experiment.worldcat.org/entity/work/data/3034085#Topic/computers_desktop_applications_word_processing> ; # COMPUTERS--Desktop Applications--Word Processing
    schema:about <http://experiment.worldcat.org/entity/work/data/3034085#Topic/control_engineering> ; # Control Engineering
    schema:about <http://experiment.worldcat.org/entity/work/data/3034085#Topic/document_preparation_and_text_processing> ; # Document Preparation and Text Processing
    schema:about <http://id.worldcat.org/fast/1148527> ; # Text processing (Computer science)
    schema:about <http://experiment.worldcat.org/entity/work/data/3034085#Topic/artificial_intelligence_incl_robotics> ; # Artificial Intelligence (incl. Robotics)
    schema:about <http://id.worldcat.org/fast/1747369> ; # Support vector machines
    schema:about <http://experiment.worldcat.org/entity/work/data/3034085#Topic/reconnaissance_des_formes_informatique> ; # Reconnaissance des formes (Informatique)
    schema:bookFormat schema:EBook ;
    schema:copyrightYear "2005" ;
    schema:creator <http://viaf.org/viaf/114638626> ; # Shigeo Abe
    schema:datePublished "2005" ;
    schema:description "Support vector machines (SVMs), were originally formulated for two-class classification problems, and have been accepted as a powerful tool for developing pattern classification and function approximations systems. This book provides a unique perspective of the state of the art in SVMs by taking the only approach that focuses on classification rather than covering the theoretical aspects. The book clarifies the characteristics of two-class SVMs through their extensive analysis, presents various useful architectures for multiclass classification and function approximation problems, and discusses kernel methods for improving generalization ability of conventional neural networks and fuzzy systems. Ample illustrations, examples and computer experiments are included to help readers understand the new ideas and their usefulness. This book supplies a comprehensive resource for the use of SVMs in pattern classification and will be invaluable reading for researchers, developers & students in academia and industry."@en ;
    schema:description "Two-class support vector machines -- Multiclass support vector machines -- Variants of support vector machines -- Training methods -- Feature selection and extraction -- Clustering -- Kernel-based methods -- Maximum-margin multilayer neural networks -- Maximum-margin fuzzy classifiers -- Function approximation -- Conventional classifiers -- Matrices -- Quadratic programming -- Positive semidefinite kernels and reproducing kernel Hilbert space."@en ;
    schema:exampleOfWork <http://worldcat.org/entity/work/id/3034085> ;
    schema:genre "Electronic books"@en ;
    schema:inLanguage "en" ;
    schema:isPartOf <http://experiment.worldcat.org/entity/work/data/3034085#Series/advances_in_pattern_recognition> ; # Advances in pattern recognition.
    schema:isSimilarTo <http://www.worldcat.org/oclc/57475934> ;
    schema:name "Support vector machines for pattern classification"@en ;
    schema:productID "65196441" ;
    schema:publication <http://www.worldcat.org/title/-/oclc/65196441#PublicationEvent/london_springer_2005> ;
    schema:publisher <http://experiment.worldcat.org/entity/work/data/3034085#Agent/springer> ; # Springer
    schema:url <http://public.eblib.com/choice/publicfullrecord.aspx?p=303783> ;
    schema:url <http://rave.ohiolink.edu/ebooks/ebc/10984697> ;
    schema:url <http://site.ebrary.com/id/10140749> ;
    schema:url <http://dx.doi.org/10.1007/1-84628-219-5> ;
    schema:url <http://catdir.loc.gov/catdir/toc/fy0606/2005040265.html> ;
    schema:url <http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=150647> ;
    schema:workExample <http://worldcat.org/isbn/9781852339296> ;
    schema:workExample <http://worldcat.org/isbn/9781846282195> ;
    wdrs:describedby <http://www.worldcat.org/title/-/oclc/65196441> ;
    .


Related Entities

<http://catdir.loc.gov/catdir/toc/fy0606/2005040265.html>
    rdfs:comment "Connect to full text." ;
    .

<http://dbpedia.org/resource/London> # London
    a schema:Place ;
    schema:name "London" ;
    .

<http://experiment.worldcat.org/entity/work/data/3034085#Series/advances_in_pattern_recognition> # Advances in pattern recognition.
    a bgn:PublicationSeries ;
    schema:hasPart <http://www.worldcat.org/oclc/65196441> ; # Support vector machines for pattern classification
    schema:name "Advances in pattern recognition." ;
    schema:name "Advances in pattern recognition" ;
    .

<http://experiment.worldcat.org/entity/work/data/3034085#Topic/apprentissage_automatique> # Apprentissage automatique
    a schema:Intangible ;
    schema:name "Apprentissage automatique"@fr ;
    .

<http://experiment.worldcat.org/entity/work/data/3034085#Topic/artificial_intelligence_incl_robotics> # Artificial Intelligence (incl. Robotics)
    a schema:Intangible ;
    schema:name "Artificial Intelligence (incl. Robotics)"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/3034085#Topic/computer_science> # Computer Science
    a schema:Intangible ;
    schema:name "Computer Science"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/3034085#Topic/computers_desktop_applications_word_processing> # COMPUTERS--Desktop Applications--Word Processing
    a schema:Intangible ;
    schema:name "COMPUTERS--Desktop Applications--Word Processing"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/3034085#Topic/computers_digital_media_desktop_publishing> # COMPUTERS--Digital media--Desktop Publishing
    a schema:Intangible ;
    schema:name "COMPUTERS--Digital media--Desktop Publishing"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/3034085#Topic/control_engineering> # Control Engineering
    a schema:Intangible ;
    schema:name "Control Engineering"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/3034085#Topic/document_preparation_and_text_processing> # Document Preparation and Text Processing
    a schema:Intangible ;
    schema:name "Document Preparation and Text Processing"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/3034085#Topic/machine_learning> # Machine learning
    a schema:Intangible ;
    schema:name "Machine learning"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/3034085#Topic/reconnaissance_des_formes_informatique> # Reconnaissance des formes (Informatique)
    a schema:Intangible ;
    schema:name "Reconnaissance des formes (Informatique)"@fr ;
    .

<http://experiment.worldcat.org/entity/work/data/3034085#Topic/traitement_de_texte> # Traitement de texte
    a schema:Intangible ;
    schema:name "Traitement de texte"@fr ;
    .

<http://id.worldcat.org/fast/1055266> # Pattern recognition systems
    a schema:Intangible ;
    schema:name "Pattern recognition systems"@en ;
    .

<http://id.worldcat.org/fast/1148527> # Text processing (Computer science)
    a schema:Intangible ;
    schema:name "Text processing (Computer science)"@en ;
    .

<http://id.worldcat.org/fast/1747369> # Support vector machines
    a schema:Intangible ;
    schema:name "Support vector machines"@en ;
    .

<http://viaf.org/viaf/114638626> # Shigeo Abe
    a schema:Person ;
    schema:birthDate "1947" ;
    schema:familyName "Abe" ;
    schema:givenName "Shigeo" ;
    schema:name "Shigeo Abe" ;
    .

<http://worldcat.org/isbn/9781846282195>
    a schema:ProductModel ;
    schema:isbn "1846282195" ;
    schema:isbn "9781846282195" ;
    .

<http://worldcat.org/isbn/9781852339296>
    a schema:ProductModel ;
    schema:isbn "1852339292" ;
    schema:isbn "9781852339296" ;
    .

<http://www.worldcat.org/oclc/57475934>
    a schema:CreativeWork ;
    rdfs:label "Support vector machines for pattern classification." ;
    schema:description "Print version:" ;
    schema:isSimilarTo <http://www.worldcat.org/oclc/65196441> ; # Support vector machines for pattern classification
    .


Content-negotiable representations

Close Window

Please sign in to WorldCat 

Don't have an account? You can easily create a free account.