FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2903020166> ?p ?o ?g. }

• W2903020166 abstract "Multi-target regression is the problem where each instance is associated with multiple continuous target outputs simultaneously. Its major challenges arise with jointly exploring the complex input-output relationships and inter-target correlations. One representative approach is to build many independent single-target Support Vector Regression (SVR) models for each output target which can capture complex input-output relationships via the kernel trick. However, it does not involve inter-target correlations to improve the performance. Meanwhile, there are also many regularization-based methods which mainly explore the linear inter-target correlations, e.g., a low-rank constraint on the parameter matrix. However, in practice, it might be restrictive to assume the targets to be linearly related, and allowing for nonlinear relationships is a challenge. Motivated by Learning Using Privileged Information (LUPI), we propose a novel privileged multi-target support vector regression (MT-PSVR) model which can jointly explore the complex input-output relationships and nonlinear inter-target correlations. It explicitly explores inter-target correlations by viewing other targets as privileged information when training each target model. Besides, it can naturally use the kernel trick to explore both the complex input-output relationships and nonlinear inter-target correlations. Experimental results on many benchmark datasets validate the effectiveness of our approach." @default.
• W2903020166 created "2018-12-11" @default.
• W2903020166 creator A5004526301 @default.
• W2903020166 creator A5006146330 @default.
• W2903020166 creator A5047508093 @default.
• W2903020166 date "2018-08-01" @default.
• W2903020166 modified "2023-09-23" @default.
• W2903020166 title "Privileged Multi-Target Support Vector Regression" @default.
• W2903020166 cites W1038736503 @default.
• W2903020166 cites W1497745584 @default.
• W2903020166 cites W1530144005 @default.
• W2903020166 cites W1871180460 @default.
• W2903020166 cites W1939941161 @default.
• W2903020166 cites W1967996026 @default.
• W2903020166 cites W1998635907 @default.
• W2903020166 cites W2034361844 @default.
• W2903020166 cites W2065180801 @default.
• W2903020166 cites W2066124661 @default.
• W2903020166 cites W2077700001 @default.
• W2903020166 cites W2114315281 @default.
• W2903020166 cites W2118099552 @default.
• W2903020166 cites W2122347864 @default.
• W2903020166 cites W2126942721 @default.
• W2903020166 cites W2136331731 @default.
• W2903020166 cites W2137226992 @default.
• W2903020166 cites W2141225381 @default.
• W2903020166 cites W2165644552 @default.
• W2903020166 cites W2173379916 @default.
• W2903020166 cites W2337287714 @default.
• W2903020166 cites W2596553325 @default.
• W2903020166 cites W2597701578 @default.
• W2903020166 cites W2718193527 @default.
• W2903020166 cites W2914746235 @default.
• W2903020166 cites W2963647836 @default.
• W2903020166 cites W3119651796 @default.
• W2903020166 cites W3023820860 @default.
• W2903020166 doi "https://doi.org/10.1109/icpr.2018.8545479" @default.
• W2903020166 hasPublicationYear "2018" @default.
• W2903020166 type Work @default.
• W2903020166 sameAs 2903020166 @default.
• W2903020166 citedByCount "1" @default.
• W2903020166 countsByYear W29030201662020 @default.
• W2903020166 crossrefType "proceedings-article" @default.
• W2903020166 hasAuthorship W2903020166A5004526301 @default.
• W2903020166 hasAuthorship W2903020166A5006146330 @default.
• W2903020166 hasAuthorship W2903020166A5047508093 @default.
• W2903020166 hasConcept C105795698 @default.
• W2903020166 hasConcept C114614502 @default.
• W2903020166 hasConcept C119857082 @default.
• W2903020166 hasConcept C121332964 @default.
• W2903020166 hasConcept C12267149 @default.
• W2903020166 hasConcept C124101348 @default.
• W2903020166 hasConcept C13280743 @default.
• W2903020166 hasConcept C154945302 @default.
• W2903020166 hasConcept C158622935 @default.
• W2903020166 hasConcept C164226766 @default.
• W2903020166 hasConcept C185798385 @default.
• W2903020166 hasConcept C205649164 @default.
• W2903020166 hasConcept C2524010 @default.
• W2903020166 hasConcept C2776036281 @default.
• W2903020166 hasConcept C2776135515 @default.
• W2903020166 hasConcept C33923547 @default.
• W2903020166 hasConcept C41008148 @default.
• W2903020166 hasConcept C62520636 @default.
• W2903020166 hasConcept C74193536 @default.
• W2903020166 hasConcept C83546350 @default.
• W2903020166 hasConceptScore W2903020166C105795698 @default.
• W2903020166 hasConceptScore W2903020166C114614502 @default.
• W2903020166 hasConceptScore W2903020166C119857082 @default.
• W2903020166 hasConceptScore W2903020166C121332964 @default.
• W2903020166 hasConceptScore W2903020166C12267149 @default.
• W2903020166 hasConceptScore W2903020166C124101348 @default.
• W2903020166 hasConceptScore W2903020166C13280743 @default.
• W2903020166 hasConceptScore W2903020166C154945302 @default.
• W2903020166 hasConceptScore W2903020166C158622935 @default.
• W2903020166 hasConceptScore W2903020166C164226766 @default.
• W2903020166 hasConceptScore W2903020166C185798385 @default.
• W2903020166 hasConceptScore W2903020166C205649164 @default.
• W2903020166 hasConceptScore W2903020166C2524010 @default.
• W2903020166 hasConceptScore W2903020166C2776036281 @default.
• W2903020166 hasConceptScore W2903020166C2776135515 @default.
• W2903020166 hasConceptScore W2903020166C33923547 @default.
• W2903020166 hasConceptScore W2903020166C41008148 @default.
• W2903020166 hasConceptScore W2903020166C62520636 @default.
• W2903020166 hasConceptScore W2903020166C74193536 @default.
• W2903020166 hasConceptScore W2903020166C83546350 @default.
• W2903020166 hasLocation W29030201661 @default.
• W2903020166 hasOpenAccess W2903020166 @default.
• W2903020166 hasPrimaryLocation W29030201661 @default.
• W2903020166 hasRelatedWork W2053559248 @default.
• W2903020166 hasRelatedWork W2061757435 @default.
• W2903020166 hasRelatedWork W2174821468 @default.
• W2903020166 hasRelatedWork W2247318628 @default.
• W2903020166 hasRelatedWork W2426687555 @default.
• W2903020166 hasRelatedWork W2473983412 @default.
• W2903020166 hasRelatedWork W2891991685 @default.
• W2903020166 hasRelatedWork W2903142609 @default.
• W2903020166 hasRelatedWork W2944912514 @default.
• W2903020166 hasRelatedWork W2950515451 @default.
• W2903020166 hasRelatedWork W2954193398 @default.

• next