Matches in SemOpenAlex for { <https://semopenalex.org/work/W2295144701> ?p ?o ?g. }
Showing items 1 to 97 of
97
with 100 items per page.
- W2295144701 endingPage "512" @default.
- W2295144701 startingPage "507" @default.
- W2295144701 abstract "Multi-Instance Learning (MIL) deals with problems where each training example is a bag, and each bag contains a set of instances. Multi-instance representation is useful in many real world applications, because it is able to capture more structural information than traditional flat single-instance representation. However, it also brings new challenges. Specifically, the distance between data objects in MIL is a set-to-set distance, which is harder to estimate than vector distances used in single-instance data. Moreover, because in MIL labels are assigned to bags instead of instances, although a bag belongs to a class, some, or even most, of its instances may not be truly related to the class. In order to address these difficulties, in this paper we propose a novel Instance Specific Distance (ISD) method for MIL, which computes the Class-to-Bag (C2B) distance by further considering the relevances of training instances with respect to their labeled classes. Taking into account the outliers caused by the weak label association in MIL, we learn ISD by solving an l0+-norm minimization problem. An efficient algorithm to solve the optimization problem is presented, together with the rigorous proof of its convergence. The promising results on five benchmark multi-instance data sets and two real world multi-instance applications validate the effectiveness of the proposed method." @default.
- W2295144701 created "2016-06-24" @default.
- W2295144701 creator A5003222421 @default.
- W2295144701 creator A5053725057 @default.
- W2295144701 creator A5060016795 @default.
- W2295144701 date "2011-08-04" @default.
- W2295144701 modified "2023-10-17" @default.
- W2295144701 title "Learning Instance Specific Distance for Multi-Instance Classification" @default.
- W2295144701 cites W1488783102 @default.
- W2295144701 cites W1490636636 @default.
- W2295144701 cites W1526895711 @default.
- W2295144701 cites W1540386283 @default.
- W2295144701 cites W2053463056 @default.
- W2295144701 cites W2062112832 @default.
- W2295144701 cites W2110119381 @default.
- W2295144701 cites W2121625657 @default.
- W2295144701 cites W2124410428 @default.
- W2295144701 cites W2133288557 @default.
- W2295144701 cites W2135046866 @default.
- W2295144701 cites W2135533176 @default.
- W2295144701 cites W2136595724 @default.
- W2295144701 cites W2163474322 @default.
- W2295144701 cites W2166742463 @default.
- W2295144701 cites W2168975192 @default.
- W2295144701 cites W2171837816 @default.
- W2295144701 cites W2539511637 @default.
- W2295144701 doi "https://doi.org/10.1609/aaai.v25i1.7893" @default.
- W2295144701 hasPublicationYear "2011" @default.
- W2295144701 type Work @default.
- W2295144701 sameAs 2295144701 @default.
- W2295144701 citedByCount "12" @default.
- W2295144701 countsByYear W22951447012012 @default.
- W2295144701 countsByYear W22951447012014 @default.
- W2295144701 countsByYear W22951447012016 @default.
- W2295144701 countsByYear W22951447012017 @default.
- W2295144701 countsByYear W22951447012019 @default.
- W2295144701 countsByYear W22951447012021 @default.
- W2295144701 countsByYear W22951447012022 @default.
- W2295144701 countsByYear W22951447012023 @default.
- W2295144701 crossrefType "journal-article" @default.
- W2295144701 hasAuthorship W2295144701A5003222421 @default.
- W2295144701 hasAuthorship W2295144701A5053725057 @default.
- W2295144701 hasAuthorship W2295144701A5060016795 @default.
- W2295144701 hasBestOaLocation W22951447011 @default.
- W2295144701 hasConcept C119857082 @default.
- W2295144701 hasConcept C124101348 @default.
- W2295144701 hasConcept C13280743 @default.
- W2295144701 hasConcept C147764199 @default.
- W2295144701 hasConcept C154945302 @default.
- W2295144701 hasConcept C177264268 @default.
- W2295144701 hasConcept C17744445 @default.
- W2295144701 hasConcept C185798385 @default.
- W2295144701 hasConcept C199360897 @default.
- W2295144701 hasConcept C199539241 @default.
- W2295144701 hasConcept C205649164 @default.
- W2295144701 hasConcept C2776359362 @default.
- W2295144701 hasConcept C2777212361 @default.
- W2295144701 hasConcept C41008148 @default.
- W2295144701 hasConcept C79337645 @default.
- W2295144701 hasConcept C94625758 @default.
- W2295144701 hasConceptScore W2295144701C119857082 @default.
- W2295144701 hasConceptScore W2295144701C124101348 @default.
- W2295144701 hasConceptScore W2295144701C13280743 @default.
- W2295144701 hasConceptScore W2295144701C147764199 @default.
- W2295144701 hasConceptScore W2295144701C154945302 @default.
- W2295144701 hasConceptScore W2295144701C177264268 @default.
- W2295144701 hasConceptScore W2295144701C17744445 @default.
- W2295144701 hasConceptScore W2295144701C185798385 @default.
- W2295144701 hasConceptScore W2295144701C199360897 @default.
- W2295144701 hasConceptScore W2295144701C199539241 @default.
- W2295144701 hasConceptScore W2295144701C205649164 @default.
- W2295144701 hasConceptScore W2295144701C2776359362 @default.
- W2295144701 hasConceptScore W2295144701C2777212361 @default.
- W2295144701 hasConceptScore W2295144701C41008148 @default.
- W2295144701 hasConceptScore W2295144701C79337645 @default.
- W2295144701 hasConceptScore W2295144701C94625758 @default.
- W2295144701 hasIssue "1" @default.
- W2295144701 hasLocation W22951447011 @default.
- W2295144701 hasOpenAccess W2295144701 @default.
- W2295144701 hasPrimaryLocation W22951447011 @default.
- W2295144701 hasRelatedWork W112744582 @default.
- W2295144701 hasRelatedWork W1485630101 @default.
- W2295144701 hasRelatedWork W2030059621 @default.
- W2295144701 hasRelatedWork W2498017833 @default.
- W2295144701 hasRelatedWork W2961085424 @default.
- W2295144701 hasRelatedWork W3137655554 @default.
- W2295144701 hasRelatedWork W4286629047 @default.
- W2295144701 hasRelatedWork W4306321456 @default.
- W2295144701 hasRelatedWork W4306674287 @default.
- W2295144701 hasRelatedWork W4224009465 @default.
- W2295144701 hasVolume "25" @default.
- W2295144701 isParatext "false" @default.
- W2295144701 isRetracted "false" @default.
- W2295144701 magId "2295144701" @default.
- W2295144701 workType "article" @default.