FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2132150417> ?p ?o ?g. }

• W2132150417 abstract "Many kernel based methods for multi-task learning have been proposed, which leverage relations among tasks to enhance the overall learning accuracies. Most of the methods assume that the learning tasks share the same kernel [e.g., 13], which could limit their applications because in practice different tasks may need different kernels. In this paper, we consider utilizing multiple kernels for multiple tasks. The main challenge of introducing multiple kernels into multiple tasks is that functions from different Reproducing Kernel Hilbert Spaces (RKHSs) are not comparable, making it difficult to exploit relations among tasks. This paper addresses the challenge by defining the problem in the Square Integrable Space (SIS). Specially, it proposes a kernel based method which makes use of a regularization term defined in the SIS to represent task relations. We prove a new representer theorem for the proposed approach in SIS. We further derive a practical method for solving the learning problem and conduct consistency analysis of the method. We discuss the relations between our method and the existing method by showing the inequality relation between the two regularization terms in the two methods. We also give an SVM based implementation of our method for multi-label classification. Experiments on an artificial example and three real-world data sets show significant improvements of the proposed method over existing methods." @default.
• W2132150417 created "2016-06-24" @default.
• W2132150417 creator A5002013743 @default.
• W2132150417 creator A5042259471 @default.
• W2132150417 creator A5069394608 @default.
• W2132150417 creator A5086275760 @default.
• W2132150417 date "2010-06-28" @default.
• W2132150417 modified "2023-09-27" @default.
• W2132150417 title "Multi-Task Learning: Multiple Kernels for Multiple Tasks" @default.
• W2132150417 cites W1560724230 @default.
• W2132150417 cites W158455794 @default.
• W2132150417 cites W1592302237 @default.
• W2132150417 cites W1986280275 @default.
• W2132150417 cites W2013502943 @default.
• W2132150417 cites W2028962062 @default.
• W2132150417 cites W2031823405 @default.
• W2132150417 cites W2036043322 @default.
• W2132150417 cites W2047278710 @default.
• W2132150417 cites W2069057437 @default.
• W2132150417 cites W2075085615 @default.
• W2132150417 cites W2096032893 @default.
• W2132150417 cites W2104290444 @default.
• W2132150417 cites W2130903752 @default.
• W2132150417 cites W2136003379 @default.
• W2132150417 cites W2143104527 @default.
• W2132150417 cites W2144752499 @default.
• W2132150417 cites W2145295623 @default.
• W2132150417 cites W2149417376 @default.
• W2132150417 cites W2153086202 @default.
• W2132150417 cites W2165644552 @default.
• W2132150417 cites W2579923771 @default.
• W2132150417 cites W2914746235 @default.
• W2132150417 hasPublicationYear "2010" @default.
• W2132150417 type Work @default.
• W2132150417 sameAs 2132150417 @default.
• W2132150417 citedByCount "0" @default.
• W2132150417 crossrefType "journal-article" @default.
• W2132150417 hasAuthorship W2132150417A5002013743 @default.
• W2132150417 hasAuthorship W2132150417A5042259471 @default.
• W2132150417 hasAuthorship W2132150417A5069394608 @default.
• W2132150417 hasAuthorship W2132150417A5086275760 @default.
• W2132150417 hasConcept C114614502 @default.
• W2132150417 hasConcept C119857082 @default.
• W2132150417 hasConcept C122280245 @default.
• W2132150417 hasConcept C12267149 @default.
• W2132150417 hasConcept C134306372 @default.
• W2132150417 hasConcept C134517425 @default.
• W2132150417 hasConcept C140417398 @default.
• W2132150417 hasConcept C153083717 @default.
• W2132150417 hasConcept C154945302 @default.
• W2132150417 hasConcept C162324750 @default.
• W2132150417 hasConcept C165696696 @default.
• W2132150417 hasConcept C172623408 @default.
• W2132150417 hasConcept C187736073 @default.
• W2132150417 hasConcept C2776135515 @default.
• W2132150417 hasConcept C2780451532 @default.
• W2132150417 hasConcept C28006648 @default.
• W2132150417 hasConcept C33923547 @default.
• W2132150417 hasConcept C38652104 @default.
• W2132150417 hasConcept C41008148 @default.
• W2132150417 hasConcept C62799726 @default.
• W2132150417 hasConcept C74193536 @default.
• W2132150417 hasConcept C80884492 @default.
• W2132150417 hasConceptScore W2132150417C114614502 @default.
• W2132150417 hasConceptScore W2132150417C119857082 @default.
• W2132150417 hasConceptScore W2132150417C122280245 @default.
• W2132150417 hasConceptScore W2132150417C12267149 @default.
• W2132150417 hasConceptScore W2132150417C134306372 @default.
• W2132150417 hasConceptScore W2132150417C134517425 @default.
• W2132150417 hasConceptScore W2132150417C140417398 @default.
• W2132150417 hasConceptScore W2132150417C153083717 @default.
• W2132150417 hasConceptScore W2132150417C154945302 @default.
• W2132150417 hasConceptScore W2132150417C162324750 @default.
• W2132150417 hasConceptScore W2132150417C165696696 @default.
• W2132150417 hasConceptScore W2132150417C172623408 @default.
• W2132150417 hasConceptScore W2132150417C187736073 @default.
• W2132150417 hasConceptScore W2132150417C2776135515 @default.
• W2132150417 hasConceptScore W2132150417C2780451532 @default.
• W2132150417 hasConceptScore W2132150417C28006648 @default.
• W2132150417 hasConceptScore W2132150417C33923547 @default.
• W2132150417 hasConceptScore W2132150417C38652104 @default.
• W2132150417 hasConceptScore W2132150417C41008148 @default.
• W2132150417 hasConceptScore W2132150417C62799726 @default.
• W2132150417 hasConceptScore W2132150417C74193536 @default.
• W2132150417 hasConceptScore W2132150417C80884492 @default.
• W2132150417 hasLocation W21321504171 @default.
• W2132150417 hasOpenAccess W2132150417 @default.
• W2132150417 hasPrimaryLocation W21321504171 @default.
• W2132150417 hasRelatedWork W1537838346 @default.
• W2132150417 hasRelatedWork W2086444288 @default.
• W2132150417 hasRelatedWork W2110668981 @default.
• W2132150417 hasRelatedWork W2111286903 @default.
• W2132150417 hasRelatedWork W2125896824 @default.
• W2132150417 hasRelatedWork W2136653245 @default.
• W2132150417 hasRelatedWork W2186862102 @default.
• W2132150417 hasRelatedWork W2407185198 @default.
• W2132150417 hasRelatedWork W2554460311 @default.
• W2132150417 hasRelatedWork W2610681481 @default.
• W2132150417 hasRelatedWork W2689148179 @default.
• W2132150417 hasRelatedWork W2896934052 @default.

• next