Can periodic perceptrons replace multi-layer perceptrons?
Identifieur interne : 001C81 ( Main/Exploration ); précédent : 001C80; suivant : 001C82Can periodic perceptrons replace multi-layer perceptrons?
Auteurs : Robert Racca [France]Source :
- Pattern Recognition Letters [ 0167-8655 ] ; 1998.
Abstract
We propose an efficient alternative to multi-layer perceptron (MLP): two-layer periodic perceptron (PP). We prove then that PP can compute every binary boolean function, we give an efficient learning algorithm for PP and test it on academic and realistic problems.
Url:
DOI: 10.1016/S0167-8655(00)00057-X
Affiliations:
Links toward previous steps (curation, corpus...)
- to stream Istex, to step Corpus: 003758
- to stream Istex, to step Curation: 003496
- to stream Istex, to step Checkpoint: 001284
- to stream Main, to step Merge: 001D81
- to stream Main, to step Curation: 001C81
Le document en format XML
<record><TEI wicri:istexFullTextTei="biblStruct"><teiHeader><fileDesc><titleStmt><title>Can periodic perceptrons replace multi-layer perceptrons?</title>
<author><name sortKey="Racca, Robert" sort="Racca, Robert" uniqKey="Racca R" first="Robert" last="Racca">Robert Racca</name>
</author>
</titleStmt>
<publicationStmt><idno type="wicri:source">ISTEX</idno>
<idno type="RBID">ISTEX:E89BCA8DAFA60821F125882C90A563B5CF44F362</idno>
<date when="2000" year="2000">2000</date>
<idno type="doi">10.1016/S0167-8655(00)00057-X</idno>
<idno type="url">https://api.istex.fr/document/E89BCA8DAFA60821F125882C90A563B5CF44F362/fulltext/pdf</idno>
<idno type="wicri:Area/Istex/Corpus">003758</idno>
<idno type="wicri:Area/Istex/Curation">003496</idno>
<idno type="wicri:Area/Istex/Checkpoint">001284</idno>
<idno type="wicri:doubleKey">0167-8655:2000:Racca R:can:periodic:perceptrons</idno>
<idno type="wicri:Area/Main/Merge">001D81</idno>
<idno type="wicri:Area/Main/Curation">001C81</idno>
<idno type="wicri:Area/Main/Exploration">001C81</idno>
</publicationStmt>
<sourceDesc><biblStruct><analytic><title level="a">Can periodic perceptrons replace multi-layer perceptrons?</title>
<author><name sortKey="Racca, Robert" sort="Racca, Robert" uniqKey="Racca R" first="Robert" last="Racca">Robert Racca</name>
<affiliation wicri:level="3"><country xml:lang="fr">France</country>
<wicri:regionArea>Université des Antilles et de la Guyane, French West Indies, UFR Sciences Exactes & Naturelles, 97159 Pointe a Pitre Cedex</wicri:regionArea>
<placeName><region type="region" nuts="2">Guadeloupe</region>
<settlement type="city">Pointe a Pitre</settlement>
</placeName>
</affiliation>
<affiliation wicri:level="1"><country wicri:rule="url">France</country>
</affiliation>
</author>
</analytic>
<monogr></monogr>
<series><title level="j">Pattern Recognition Letters</title>
<title level="j" type="abbrev">PATREC</title>
<idno type="ISSN">0167-8655</idno>
<imprint><publisher>ELSEVIER</publisher>
<date type="published" when="1998">1998</date>
<biblScope unit="volume">21</biblScope>
<biblScope unit="issue">12</biblScope>
<biblScope unit="page" from="1019">1019</biblScope>
<biblScope unit="page" to="1025">1025</biblScope>
</imprint>
<idno type="ISSN">0167-8655</idno>
</series>
<idno type="istex">E89BCA8DAFA60821F125882C90A563B5CF44F362</idno>
<idno type="DOI">10.1016/S0167-8655(00)00057-X</idno>
<idno type="PII">S0167-8655(00)00057-X</idno>
</biblStruct>
</sourceDesc>
<seriesStmt><idno type="ISSN">0167-8655</idno>
</seriesStmt>
</fileDesc>
<profileDesc><textClass></textClass>
<langUsage><language ident="en">en</language>
</langUsage>
</profileDesc>
</teiHeader>
<front><div type="abstract" xml:lang="en">We propose an efficient alternative to multi-layer perceptron (MLP): two-layer periodic perceptron (PP). We prove then that PP can compute every binary boolean function, we give an efficient learning algorithm for PP and test it on academic and realistic problems.</div>
</front>
</TEI>
<affiliations><list><country><li>France</li>
</country>
<region><li>Guadeloupe</li>
</region>
<settlement><li>Pointe a Pitre</li>
</settlement>
</list>
<tree><country name="France"><region name="Guadeloupe"><name sortKey="Racca, Robert" sort="Racca, Robert" uniqKey="Racca R" first="Robert" last="Racca">Robert Racca</name>
</region>
<name sortKey="Racca, Robert" sort="Racca, Robert" uniqKey="Racca R" first="Robert" last="Racca">Robert Racca</name>
</country>
</tree>
</affiliations>
</record>
Pour manipuler ce document sous Unix (Dilib)
EXPLOR_STEP=$WICRI_ROOT/Ticri/CIDE/explor/OcrV1/Data/Main/Exploration
HfdSelect -h $EXPLOR_STEP/biblio.hfd -nk 001C81 | SxmlIndent | more
Ou
HfdSelect -h $EXPLOR_AREA/Data/Main/Exploration/biblio.hfd -nk 001C81 | SxmlIndent | more
Pour mettre un lien sur cette page dans le réseau Wicri
{{Explor lien |wiki= Ticri/CIDE |area= OcrV1 |flux= Main |étape= Exploration |type= RBID |clé= ISTEX:E89BCA8DAFA60821F125882C90A563B5CF44F362 |texte= Can periodic perceptrons replace multi-layer perceptrons? }}
This area was generated with Dilib version V0.6.32. |