skip to content
Neural computing : an introduction Preview this item
ClosePreview this item
Checking...

Neural computing : an introduction

Author: R Beale; T Jackson
Publisher: Bristol, U.K. ; Philadelphia, Pa. : Institute of Physics Pub., 1991, ©1990
Edition/Format:   Print book : EnglishView all editions and formats
Summary:

An explanation of the basic concepts of neural computation, this book is about the whole field of neural networks and covers the major approaches and their results. It aims to develop concepts and  Read more...

Rating:

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

Subjects
More like this

 

Find a copy in the library

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

Details

Document Type: Book
All Authors / Contributors: R Beale; T Jackson
ISBN: 0852742622 9780852742624
OCLC Number: 36369518
Notes: "Reprinted with corrections, 1991."
Description: xv, 240 pages : illustrations ; 24 cm
Contents: INTRODUCTIONHumans and computersThe structure of the brainLearning in machinesThe differencesSummaryPATTERN RECOGNITIONIntroductionPattern recognition in perspectivePattern recognition-a definitionFeature vectors and feature spaceDiscriminant functionsClassification techniquesLinear classifiersStatistical techniquesPattern recognition-a summaryTHE BASIC NEURONIntroductionModeling the single neuronLearning in simple neuronsThe perceptron: a vectorial perspectiveThe perceptron learning rule: proofLimitations of perceptronsThe end of the line?SummaryTHE MULTILAYER PERCEPTRONIntroductionAltering the perceptron modelThe new modelThe new learning ruleThe multilayer perceptron algorithmThe XOR problem revisitedVisualizing network behaviorMultilayer perceptrons as classifiersGeneralizationFault toleranceLearning difficultiesRadial basis functionsApplicationsSummary KOHONEN SELF-ORGANIZING NETWORKSIntroductionThe Kohonen algorithmWeight trainingNeighborhoodsReducing the neighborhoodLearning vector quantization (LVQ)The phonetic typewriterSummaryHOPFIELD NETWORKSIntroductionThe Hopfield modelThe energy landscapeThe Boltzmann machineConstraint satisfactionSummary ADAPTIVE RESONANCE THEORYIntroductionAdaptive resonance theory (ART)Architecture and operationART algorithmTraining the ART networkClassificationConclusionSummary of ART ASSOCIATIVE MEMORYStandard computer memoryImplementing associative memoryImplementation in RAMsRAMs and N-tuplingWillshaw's associative netThe ADAM systemKanerva's sparse distributed memoryBidirectional associative memoriesConclusionSummary INTO THE LOOKING GLASSOverviewHardware and software implementationsOptical computingOptical computing and neural networksINDEX
Responsibility: R. Beale and T. Jackson.

Reviews

Editorial reviews

Publisher Synopsis

"It is clear that any introductory book must explain what the leaders of the current revival have done. This is well done by Beale and Jackson." Igor Aleksander, Imperial College of Science, 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/36369518> # Neural computing : an introduction
    a schema:CreativeWork, schema:Book ;
   library:oclcnum "36369518" ;
   library:placeOfPublication <http://id.loc.gov/vocabulary/countries/enk> ;
   library:placeOfPublication <http://experiment.worldcat.org/entity/work/data/1079185#Place/bristol_u_k> ; # Bristol, U.K.
   library:placeOfPublication <http://experiment.worldcat.org/entity/work/data/1079185#Place/philadelphia_pa> ; # Philadelphia, Pa.
   schema:about <http://id.worldcat.org/fast/1036260> ; # Neural networks (Computer science)
   schema:about <http://id.worldcat.org/fast/817247> ; # Artificial intelligence
   schema:about <http://dewey.info/class/006.3/e20/> ;
   schema:bookFormat bgn:PrintBook ;
   schema:contributor <http://viaf.org/viaf/14876632> ; # Tom Jackson
   schema:copyrightYear "1990" ;
   schema:creator <http://viaf.org/viaf/34562499> ; # Russell Beale
   schema:datePublished "1991" ;
   schema:exampleOfWork <http://worldcat.org/entity/work/id/1079185> ;
   schema:inLanguage "en" ;
   schema:name "Neural computing : an introduction"@en ;
   schema:productID "36369518" ;
   schema:publication <http://www.worldcat.org/title/-/oclc/36369518#PublicationEvent/bristol_u_k_philadelphia_pa_institute_of_physics_pub_1991_1990_1994_printing> ;
   schema:publisher <http://experiment.worldcat.org/entity/work/data/1079185#Agent/institute_of_physics_pub> ; # Institute of Physics Pub.
   schema:workExample <http://worldcat.org/isbn/9780852742624> ;
   wdrs:describedby <http://www.worldcat.org/title/-/oclc/36369518> ;
    .


Related Entities

<http://experiment.worldcat.org/entity/work/data/1079185#Agent/institute_of_physics_pub> # Institute of Physics Pub.
    a bgn:Agent ;
   schema:name "Institute of Physics Pub." ;
    .

<http://experiment.worldcat.org/entity/work/data/1079185#Place/philadelphia_pa> # Philadelphia, Pa.
    a schema:Place ;
   schema:name "Philadelphia, Pa." ;
    .

<http://id.worldcat.org/fast/1036260> # Neural networks (Computer science)
    a schema:Intangible ;
   schema:name "Neural networks (Computer science)"@en ;
    .

<http://id.worldcat.org/fast/817247> # Artificial intelligence
    a schema:Intangible ;
   schema:name "Artificial intelligence"@en ;
    .

<http://viaf.org/viaf/14876632> # Tom Jackson
    a schema:Person ;
   schema:familyName "Jackson" ;
   schema:givenName "Tom" ;
   schema:givenName "T." ;
   schema:name "Tom Jackson" ;
    .

<http://viaf.org/viaf/34562499> # Russell Beale
    a schema:Person ;
   schema:familyName "Beale" ;
   schema:givenName "Russell" ;
   schema:givenName "R." ;
   schema:name "Russell Beale" ;
    .

<http://worldcat.org/isbn/9780852742624>
    a schema:ProductModel ;
   schema:isbn "0852742622" ;
   schema:isbn "9780852742624" ;
    .


Content-negotiable representations

Close Window

Please sign in to WorldCat 

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