FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3208989687> ?p ?o ?g. }

• W3208989687 abstract "Multi-task learning has been observed by many researchers, which supposes that different tasks can share a low-rank common yet latent subspace. It means learning multiple tasks jointly is better than learning them independently. In this paper, we propose two novel multi-task learning formulations based on two regularization terms, which can learn the optimal shared latent subspace by minimizing the exactly k minimal singular values. The proposed regularization terms are the more tight approximations of rank minimization than trace norm. But it's an NP-hard problem to solve the exact rank minimization problem. Therefore, we design a novel re-weighted based iterative strategy to solve our models, which can tactically handle the exact rank minimization problem by setting a large penalizing parameter. Experimental results on benchmark datasets demonstrate that our methods can correctly recover the low-rank structure shared across tasks, and outperform related multi-task learning methods." @default.
• W3208989687 created "2021-11-08" @default.
• W3208989687 creator A5003222421 @default.
• W3208989687 creator A5030351224 @default.
• W3208989687 creator A5068918243 @default.
• W3208989687 creator A5084859399 @default.
• W3208989687 date "2021-10-26" @default.
• W3208989687 modified "2023-09-26" @default.
• W3208989687 title "New Tight Relaxations of Rank Minimization for Multi-Task Learning" @default.
• W3208989687 cites W1492459858 @default.
• W3208989687 cites W1975172027 @default.
• W3208989687 cites W1986744686 @default.
• W3208989687 cites W1998635907 @default.
• W3208989687 cites W2018096278 @default.
• W3208989687 cites W2024343065 @default.
• W3208989687 cites W2047028564 @default.
• W3208989687 cites W2065180801 @default.
• W3208989687 cites W2102630986 @default.
• W3208989687 cites W2118550318 @default.
• W3208989687 cites W2130903752 @default.
• W3208989687 cites W2135046866 @default.
• W3208989687 cites W2157751286 @default.
• W3208989687 cites W2753709519 @default.
• W3208989687 cites W2809497023 @default.
• W3208989687 cites W2913340405 @default.
• W3208989687 cites W2979651795 @default.
• W3208989687 cites W3028836324 @default.
• W3208989687 doi "https://doi.org/10.1145/3459637.3482154" @default.
• W3208989687 hasPublicationYear "2021" @default.
• W3208989687 type Work @default.
• W3208989687 sameAs 3208989687 @default.
• W3208989687 citedByCount "0" @default.
• W3208989687 crossrefType "proceedings-article" @default.
• W3208989687 hasAuthorship W3208989687A5003222421 @default.
• W3208989687 hasAuthorship W3208989687A5030351224 @default.
• W3208989687 hasAuthorship W3208989687A5068918243 @default.
• W3208989687 hasAuthorship W3208989687A5084859399 @default.
• W3208989687 hasBestOaLocation W32089896872 @default.
• W3208989687 hasConcept C11413529 @default.
• W3208989687 hasConcept C114614502 @default.
• W3208989687 hasConcept C119857082 @default.
• W3208989687 hasConcept C126255220 @default.
• W3208989687 hasConcept C13280743 @default.
• W3208989687 hasConcept C134306372 @default.
• W3208989687 hasConcept C147764199 @default.
• W3208989687 hasConcept C154945302 @default.
• W3208989687 hasConcept C162324750 @default.
• W3208989687 hasConcept C164226766 @default.
• W3208989687 hasConcept C185798385 @default.
• W3208989687 hasConcept C187736073 @default.
• W3208989687 hasConcept C189430467 @default.
• W3208989687 hasConcept C199360897 @default.
• W3208989687 hasConcept C205649164 @default.
• W3208989687 hasConcept C25023664 @default.
• W3208989687 hasConcept C2776135515 @default.
• W3208989687 hasConcept C2780451532 @default.
• W3208989687 hasConcept C28006648 @default.
• W3208989687 hasConcept C32834561 @default.
• W3208989687 hasConcept C33923547 @default.
• W3208989687 hasConcept C41008148 @default.
• W3208989687 hasConcept C86037889 @default.
• W3208989687 hasConcept C90199385 @default.
• W3208989687 hasConceptScore W3208989687C11413529 @default.
• W3208989687 hasConceptScore W3208989687C114614502 @default.
• W3208989687 hasConceptScore W3208989687C119857082 @default.
• W3208989687 hasConceptScore W3208989687C126255220 @default.
• W3208989687 hasConceptScore W3208989687C13280743 @default.
• W3208989687 hasConceptScore W3208989687C134306372 @default.
• W3208989687 hasConceptScore W3208989687C147764199 @default.
• W3208989687 hasConceptScore W3208989687C154945302 @default.
• W3208989687 hasConceptScore W3208989687C162324750 @default.
• W3208989687 hasConceptScore W3208989687C164226766 @default.
• W3208989687 hasConceptScore W3208989687C185798385 @default.
• W3208989687 hasConceptScore W3208989687C187736073 @default.
• W3208989687 hasConceptScore W3208989687C189430467 @default.
• W3208989687 hasConceptScore W3208989687C199360897 @default.
• W3208989687 hasConceptScore W3208989687C205649164 @default.
• W3208989687 hasConceptScore W3208989687C25023664 @default.
• W3208989687 hasConceptScore W3208989687C2776135515 @default.
• W3208989687 hasConceptScore W3208989687C2780451532 @default.
• W3208989687 hasConceptScore W3208989687C28006648 @default.
• W3208989687 hasConceptScore W3208989687C32834561 @default.
• W3208989687 hasConceptScore W3208989687C33923547 @default.
• W3208989687 hasConceptScore W3208989687C41008148 @default.
• W3208989687 hasConceptScore W3208989687C86037889 @default.
• W3208989687 hasConceptScore W3208989687C90199385 @default.
• W3208989687 hasLocation W32089896871 @default.
• W3208989687 hasLocation W32089896872 @default.
• W3208989687 hasOpenAccess W3208989687 @default.
• W3208989687 hasPrimaryLocation W32089896871 @default.
• W3208989687 hasRelatedWork W1786507113 @default.
• W3208989687 hasRelatedWork W2039826537 @default.
• W3208989687 hasRelatedWork W2076766946 @default.
• W3208989687 hasRelatedWork W2234814503 @default.
• W3208989687 hasRelatedWork W3100538332 @default.
• W3208989687 hasRelatedWork W3197603709 @default.
• W3208989687 hasRelatedWork W3212993480 @default.
• W3208989687 hasRelatedWork W4205131770 @default.
• W3208989687 hasRelatedWork W4289488615 @default.
• W3208989687 hasRelatedWork W4308716409 @default.

• next