skip to content
Subspace Learning of Neural Networks. Preview this item
ClosePreview this item
Checking...

Subspace Learning of Neural Networks.

Author: Jian Cheng Lv; Zhang Yi; Jiliu Zhou
Publisher: Hoboken : CRC Press, 2010.
Series: Automation and control engineering.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
PrefaceChapter 1. Introduction1.1 Introduction1.1.1 Linear Neural Networks1.1.2 Subspace Learning1.2 Subspace Learning Algorithms1.2.1 PCA Learning Algorithms1.2.2 MCA Learning Algorithms1.2.3 ICA Learning Algorithms1.3 Methods for Convergence Analysis1.3.1 SDT Method1.3.2 DCT Method1.3.3 DDT Method1.4 Block Algorithms1.5 Simulation Data Set and Notation1.6 ConclusionsChapter 2. PCA Learning Algorithms with  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:
Cheng Lv, Jian.
Subspace Learning of Neural Networks.
Hoboken : CRC Press, ©2010
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Jian Cheng Lv; Zhang Yi; Jiliu Zhou
ISBN: 9781439815366 1439815364
OCLC Number: 908077785
Description: 1 online resource (257 pages).
Contents: Cover; Title; Copyright; Dedication; Preface; List of Figures; List of Tables; Contents; Chapter 1: Introduction; Chapter 2: PCA Learning Algorithms with Constants Learning Rates; Chapter 3: PCA Learning Algorithms with Adaptive Learning Rates; Chapter 4: GHA PCA Learning Algorithm; Chapter 5: MCA Learning Algorithms; Chapter 6: ICA Learning Algorithms; Chapter 7: Chaotic Behaviors Arising from Learning Algorithms; Chapter 8: Determination of the Number of Principal Directions in a Biologically Plausible PCA Model; Chapter 9: Multi-Block-Based MCA for Nonlinear Surface Fitting. Chapter 10: A ICA Algorithm for Extracting Fetal ElectrocardiogramChapter 11: Rigid Medical Image Registration Using PCA Neural Network; Bibliography; Index.
Series Title: Automation and control engineering.

Abstract:

PrefaceChapter 1. Introduction1.1 Introduction1.1.1 Linear Neural Networks1.1.2 Subspace Learning1.2 Subspace Learning Algorithms1.2.1 PCA Learning Algorithms1.2.2 MCA Learning Algorithms1.2.3 ICA Learning Algorithms1.3 Methods for Convergence Analysis1.3.1 SDT Method1.3.2 DCT Method1.3.3 DDT Method1.4 Block Algorithms1.5 Simulation Data Set and Notation1.6 ConclusionsChapter 2. PCA Learning Algorithms with Constants Learning Rates2.1 Oja's PCA Learning Algorithms2.1.1 The Algorithms2.1.2 Convergence Issue2.2 Invariant Sets2.2.1 Properties of Invariant Sets2.2.2 Conditions for Invariant Sets2.

Reviews

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

Tags

Be the first.

Similar Items

Related Subjects:(3)

User lists with this item (1)

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/908077785> # Subspace Learning of Neural Networks.
    a schema:MediaObject, schema:CreativeWork, schema:Book ;
    library:oclcnum "908077785" ;
    library:placeOfPublication <http://experiment.worldcat.org/entity/work/data/616682385#Place/hoboken> ; # Hoboken
    schema:about <http://dewey.info/class/006.32/> ;
    schema:about <http://experiment.worldcat.org/entity/work/data/616682385#Topic/computer_algorithms> ; # Computer algorithms
    schema:about <http://experiment.worldcat.org/entity/work/data/616682385#Topic/computers_general> ; # COMPUTERS--General
    schema:about <http://experiment.worldcat.org/entity/work/data/616682385#Topic/neural_networks_computer_science> ; # Neural networks (Computer science)
    schema:bookFormat schema:EBook ;
    schema:contributor <http://experiment.worldcat.org/entity/work/data/616682385#Person/zhou_jiliu> ; # Jiliu Zhou
    schema:contributor <http://experiment.worldcat.org/entity/work/data/616682385#Person/yi_zhang> ; # Zhang Yi
    schema:creator <http://experiment.worldcat.org/entity/work/data/616682385#Person/cheng_lv_jian> ; # Jian Cheng Lv
    schema:datePublished "2010" ;
    schema:description "Cover; Title; Copyright; Dedication; Preface; List of Figures; List of Tables; Contents; Chapter 1: Introduction; Chapter 2: PCA Learning Algorithms with Constants Learning Rates; Chapter 3: PCA Learning Algorithms with Adaptive Learning Rates; Chapter 4: GHA PCA Learning Algorithm; Chapter 5: MCA Learning Algorithms; Chapter 6: ICA Learning Algorithms; Chapter 7: Chaotic Behaviors Arising from Learning Algorithms; Chapter 8: Determination of the Number of Principal Directions in a Biologically Plausible PCA Model; Chapter 9: Multi-Block-Based MCA for Nonlinear Surface Fitting."@en ;
    schema:description "PrefaceChapter 1. Introduction1.1 Introduction1.1.1 Linear Neural Networks1.1.2 Subspace Learning1.2 Subspace Learning Algorithms1.2.1 PCA Learning Algorithms1.2.2 MCA Learning Algorithms1.2.3 ICA Learning Algorithms1.3 Methods for Convergence Analysis1.3.1 SDT Method1.3.2 DCT Method1.3.3 DDT Method1.4 Block Algorithms1.5 Simulation Data Set and Notation1.6 ConclusionsChapter 2. PCA Learning Algorithms with Constants Learning Rates2.1 Oja's PCA Learning Algorithms2.1.1 The Algorithms2.1.2 Convergence Issue2.2 Invariant Sets2.2.1 Properties of Invariant Sets2.2.2 Conditions for Invariant Sets2."@en ;
    schema:exampleOfWork <http://worldcat.org/entity/work/id/616682385> ;
    schema:genre "Electronic books"@en ;
    schema:inLanguage "en" ;
    schema:isPartOf <http://experiment.worldcat.org/entity/work/data/616682385#Series/automation_and_control_engineering> ; # Automation and control engineering.
    schema:isSimilarTo <http://worldcat.org/entity/work/data/616682385#CreativeWork/subspace_learning_of_neural_networks> ;
    schema:name "Subspace Learning of Neural Networks."@en ;
    schema:productID "908077785" ;
    schema:publication <http://www.worldcat.org/title/-/oclc/908077785#PublicationEvent/hoboken_crc_press_2010> ;
    schema:publisher <http://experiment.worldcat.org/entity/work/data/616682385#Agent/crc_press> ; # CRC Press
    schema:url <http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=1499723> ;
    schema:workExample <http://worldcat.org/isbn/9781439815366> ;
    wdrs:describedby <http://www.worldcat.org/title/-/oclc/908077785> ;
    .


Related Entities

<http://experiment.worldcat.org/entity/work/data/616682385#Person/cheng_lv_jian> # Jian Cheng Lv
    a schema:Person ;
    schema:familyName "Cheng Lv" ;
    schema:givenName "Jian" ;
    schema:name "Jian Cheng Lv" ;
    .

<http://experiment.worldcat.org/entity/work/data/616682385#Person/yi_zhang> # Zhang Yi
    a schema:Person ;
    schema:familyName "Yi" ;
    schema:givenName "Zhang" ;
    schema:name "Zhang Yi" ;
    .

<http://experiment.worldcat.org/entity/work/data/616682385#Person/zhou_jiliu> # Jiliu Zhou
    a schema:Person ;
    schema:familyName "Zhou" ;
    schema:givenName "Jiliu" ;
    schema:name "Jiliu Zhou" ;
    .

<http://experiment.worldcat.org/entity/work/data/616682385#Series/automation_and_control_engineering> # Automation and control engineering.
    a bgn:PublicationSeries ;
    schema:hasPart <http://www.worldcat.org/oclc/908077785> ; # Subspace Learning of Neural Networks.
    schema:name "Automation and control engineering." ;
    schema:name "Automation and Control Engineering ;" ;
    .

<http://experiment.worldcat.org/entity/work/data/616682385#Topic/computer_algorithms> # Computer algorithms
    a schema:Intangible ;
    schema:name "Computer algorithms"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/616682385#Topic/computers_general> # COMPUTERS--General
    a schema:Intangible ;
    schema:name "COMPUTERS--General"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/616682385#Topic/neural_networks_computer_science> # Neural networks (Computer science)
    a schema:Intangible ;
    schema:name "Neural networks (Computer science)"@en ;
    .

<http://worldcat.org/entity/work/data/616682385#CreativeWork/subspace_learning_of_neural_networks>
    a schema:CreativeWork ;
    rdfs:label "Subspace Learning of Neural Networks." ;
    schema:description "Print version:" ;
    schema:isSimilarTo <http://www.worldcat.org/oclc/908077785> ; # Subspace Learning of Neural Networks.
    .

<http://worldcat.org/isbn/9781439815366>
    a schema:ProductModel ;
    schema:isbn "1439815364" ;
    schema:isbn "9781439815366" ;
    .


Content-negotiable representations

Close Window

Please sign in to WorldCat 

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