Local Rademacher Complexity: sharper risk bounds with and without unlabeled samples.
Identifieur interne : 000176 ( Main/Exploration ); précédent : 000175; suivant : 000177Local Rademacher Complexity: sharper risk bounds with and without unlabeled samples.
Auteurs : Luca Oneto [Italie] ; Alessandro Ghio [Italie] ; Sandro Ridella [Italie] ; Davide Anguita [Italie]Source :
- Neural networks : the official journal of the International Neural Network Society ; 2015.
English descriptors
- KwdEn :
- MESH :
Abstract
We derive in this paper a new Local Rademacher Complexity risk bound on the generalization ability of a model, which is able to take advantage of the availability of unlabeled samples. Moreover, this new bound improves state-of-the-art results even when no unlabeled samples are available.
DOI: 10.1016/j.neunet.2015.02.006
PubMed: 25734890
Affiliations:
Links toward previous steps (curation, corpus...)
- to stream PubMed, to step Corpus: 000102
- to stream PubMed, to step Curation: 000102
- to stream PubMed, to step Checkpoint: 000083
- to stream Ncbi, to step Merge: 000D20
- to stream Ncbi, to step Curation: 000D20
- to stream Ncbi, to step Checkpoint: 000D20
- to stream Main, to step Merge: 000173
- to stream Main, to step Curation: 000176
Le document en format XML
<record><TEI><teiHeader><fileDesc><titleStmt><title xml:lang="en">Local Rademacher Complexity: sharper risk bounds with and without unlabeled samples.</title><author><name sortKey="Oneto, Luca" sort="Oneto, Luca" uniqKey="Oneto L" first="Luca" last="Oneto">Luca Oneto</name><affiliation wicri:level="1"><nlm:affiliation>DITEN - University of Genova, Via Opera Pia 11A, I-16145 Genova, Italy. Electronic address: Luca.Oneto@unige.it.</nlm:affiliation><country xml:lang="fr">Italie</country><wicri:regionArea>DITEN - University of Genova, Via Opera Pia 11A, I-16145 Genova</wicri:regionArea><wicri:noRegion>I-16145 Genova</wicri:noRegion></affiliation></author><author><name sortKey="Ghio, Alessandro" sort="Ghio, Alessandro" uniqKey="Ghio A" first="Alessandro" last="Ghio">Alessandro Ghio</name><affiliation wicri:level="1"><nlm:affiliation>DIBRIS - University of Genova, Via Opera Pia 13, I-16145 Genova, Italy. Electronic address: Alessandro.Ghio@unige.it.</nlm:affiliation><country xml:lang="fr">Italie</country><wicri:regionArea>DIBRIS - University of Genova, Via Opera Pia 13, I-16145 Genova</wicri:regionArea><wicri:noRegion>I-16145 Genova</wicri:noRegion></affiliation></author><author><name sortKey="Ridella, Sandro" sort="Ridella, Sandro" uniqKey="Ridella S" first="Sandro" last="Ridella">Sandro Ridella</name><affiliation wicri:level="1"><nlm:affiliation>DITEN - University of Genova, Via Opera Pia 11A, I-16145 Genova, Italy. Electronic address: Sandro.Ridella@unige.it.</nlm:affiliation><country xml:lang="fr">Italie</country><wicri:regionArea>DITEN - University of Genova, Via Opera Pia 11A, I-16145 Genova</wicri:regionArea><wicri:noRegion>I-16145 Genova</wicri:noRegion></affiliation></author><author><name sortKey="Anguita, Davide" sort="Anguita, Davide" uniqKey="Anguita D" first="Davide" last="Anguita">Davide Anguita</name><affiliation wicri:level="1"><nlm:affiliation>DIBRIS - University of Genova, Via Opera Pia 13, I-16145 Genova, Italy. Electronic address: Davide.Anguita@unige.it.</nlm:affiliation><country xml:lang="fr">Italie</country><wicri:regionArea>DIBRIS - University of Genova, Via Opera Pia 13, I-16145 Genova</wicri:regionArea><wicri:noRegion>I-16145 Genova</wicri:noRegion></affiliation></author></titleStmt><publicationStmt><idno type="wicri:source">PubMed</idno><date when="2015">2015</date><idno type="RBID">pubmed:25734890</idno><idno type="pmid">25734890</idno><idno type="doi">10.1016/j.neunet.2015.02.006</idno><idno type="wicri:Area/PubMed/Corpus">000102</idno><idno type="wicri:Area/PubMed/Curation">000102</idno><idno type="wicri:Area/PubMed/Checkpoint">000083</idno><idno type="wicri:Area/Ncbi/Merge">000D20</idno><idno type="wicri:Area/Ncbi/Curation">000D20</idno><idno type="wicri:Area/Ncbi/Checkpoint">000D20</idno><idno type="wicri:Area/Main/Merge">000173</idno><idno type="wicri:Area/Main/Curation">000176</idno><idno type="wicri:Area/Main/Exploration">000176</idno></publicationStmt><sourceDesc><biblStruct><analytic><title xml:lang="en">Local Rademacher Complexity: sharper risk bounds with and without unlabeled samples.</title><author><name sortKey="Oneto, Luca" sort="Oneto, Luca" uniqKey="Oneto L" first="Luca" last="Oneto">Luca Oneto</name><affiliation wicri:level="1"><nlm:affiliation>DITEN - University of Genova, Via Opera Pia 11A, I-16145 Genova, Italy. Electronic address: Luca.Oneto@unige.it.</nlm:affiliation><country xml:lang="fr">Italie</country><wicri:regionArea>DITEN - University of Genova, Via Opera Pia 11A, I-16145 Genova</wicri:regionArea><wicri:noRegion>I-16145 Genova</wicri:noRegion></affiliation></author><author><name sortKey="Ghio, Alessandro" sort="Ghio, Alessandro" uniqKey="Ghio A" first="Alessandro" last="Ghio">Alessandro Ghio</name><affiliation wicri:level="1"><nlm:affiliation>DIBRIS - University of Genova, Via Opera Pia 13, I-16145 Genova, Italy. Electronic address: Alessandro.Ghio@unige.it.</nlm:affiliation><country xml:lang="fr">Italie</country><wicri:regionArea>DIBRIS - University of Genova, Via Opera Pia 13, I-16145 Genova</wicri:regionArea><wicri:noRegion>I-16145 Genova</wicri:noRegion></affiliation></author><author><name sortKey="Ridella, Sandro" sort="Ridella, Sandro" uniqKey="Ridella S" first="Sandro" last="Ridella">Sandro Ridella</name><affiliation wicri:level="1"><nlm:affiliation>DITEN - University of Genova, Via Opera Pia 11A, I-16145 Genova, Italy. Electronic address: Sandro.Ridella@unige.it.</nlm:affiliation><country xml:lang="fr">Italie</country><wicri:regionArea>DITEN - University of Genova, Via Opera Pia 11A, I-16145 Genova</wicri:regionArea><wicri:noRegion>I-16145 Genova</wicri:noRegion></affiliation></author><author><name sortKey="Anguita, Davide" sort="Anguita, Davide" uniqKey="Anguita D" first="Davide" last="Anguita">Davide Anguita</name><affiliation wicri:level="1"><nlm:affiliation>DIBRIS - University of Genova, Via Opera Pia 13, I-16145 Genova, Italy. Electronic address: Davide.Anguita@unige.it.</nlm:affiliation><country xml:lang="fr">Italie</country><wicri:regionArea>DIBRIS - University of Genova, Via Opera Pia 13, I-16145 Genova</wicri:regionArea><wicri:noRegion>I-16145 Genova</wicri:noRegion></affiliation></author></analytic><series><title level="j">Neural networks : the official journal of the International Neural Network Society</title><idno type="e-ISSN">1879-2782</idno><imprint><date when="2015" type="published">2015</date></imprint></series></biblStruct></sourceDesc></fileDesc><profileDesc><textClass><keywords scheme="KwdEn" xml:lang="en"><term>Artificial Intelligence</term><term>Models, Statistical</term></keywords><keywords scheme="MESH" xml:lang="en"><term>Artificial Intelligence</term><term>Models, Statistical</term></keywords></textClass></profileDesc></teiHeader><front><div type="abstract" xml:lang="en">We derive in this paper a new Local Rademacher Complexity risk bound on the generalization ability of a model, which is able to take advantage of the availability of unlabeled samples. Moreover, this new bound improves state-of-the-art results even when no unlabeled samples are available.</div></front></TEI><affiliations><list><country><li>Italie</li></country></list><tree><country name="Italie"><noRegion><name sortKey="Oneto, Luca" sort="Oneto, Luca" uniqKey="Oneto L" first="Luca" last="Oneto">Luca Oneto</name></noRegion><name sortKey="Anguita, Davide" sort="Anguita, Davide" uniqKey="Anguita D" first="Davide" last="Anguita">Davide Anguita</name><name sortKey="Ghio, Alessandro" sort="Ghio, Alessandro" uniqKey="Ghio A" first="Alessandro" last="Ghio">Alessandro Ghio</name><name sortKey="Ridella, Sandro" sort="Ridella, Sandro" uniqKey="Ridella S" first="Sandro" last="Ridella">Sandro Ridella</name></country></tree></affiliations></record>Pour manipuler ce document sous Unix (Dilib)
EXPLOR_STEP=$WICRI_ROOT/Wicri/Musique/explor/OperaV1/Data/Main/Exploration
HfdSelect -h $EXPLOR_STEP/biblio.hfd -nk 000176 | SxmlIndent | more
Ou
HfdSelect -h $EXPLOR_AREA/Data/Main/Exploration/biblio.hfd -nk 000176 | SxmlIndent | more
Pour mettre un lien sur cette page dans le réseau Wicri
{{Explor lien
|wiki= Wicri/Musique
|area= OperaV1
|flux= Main
|étape= Exploration
|type= RBID
|clé= pubmed:25734890
|texte= Local Rademacher Complexity: sharper risk bounds with and without unlabeled samples.
}}
Pour générer des pages wiki
HfdIndexSelect -h $EXPLOR_AREA/Data/Main/Exploration/RBID.i -Sk "pubmed:25734890" \
| HfdSelect -Kh $EXPLOR_AREA/Data/Main/Exploration/biblio.hfd \
| NlmPubMed2Wicri -a OperaV1
| This area was generated with Dilib version V0.6.21. |  |