Matches in SemOpenAlex for { <https://semopenalex.org/work/W4380590955> ?p ?o ?g. }
Showing items 1 to 73 of
73
with 100 items per page.
- W4380590955 abstract "<p>In order to identify the shared subspace between two views, in Canonical Correlation Analysis (CCA), a popular multi-view dimension reduction technique tries to maximize correlation between the views. Although, there are frequently more than two views in many actual applications, it can only process data with two views. In prior studies, data with more than two viewpoints were managed using either linear correlation or higher degree polynomial correlation. The link between multiview data viewed from diverse perspectives is established by these two types of correlation, that is linear correlation and high order correlation, each of which has a different effect on view consistency. In this paper, we propose a Multi-view Uncorrelated Neighborhood Preserving Embedding (MUNPE), which simultaneously considers two distinct types of correlation to give flexible view consistency. While keeping the local structures of each perspective, the MUNPE also takes into account the complementaries of numerous viewpoints. The MUNPE makes the characteristics gathered by numerous projections for each view uncorrelated in order to get many projections and reduce the duplication of low-dimensional data. Iterative methods are used to resolve the MUNPE, and the algorithm’s convergence has been demonstrated. The testing on the Multiple Feature and other synthetic data sets were successful for MUNPE. It is observed that performance is better than MLPP[1], MSE[2], MLLE[3], GCCA[4], MCCA[5] algorithms.</p>" @default.
- W4380590955 created "2023-06-15" @default.
- W4380590955 creator A5014024041 @default.
- W4380590955 creator A5036317150 @default.
- W4380590955 creator A5053000814 @default.
- W4380590955 date "2023-06-14" @default.
- W4380590955 modified "2023-09-27" @default.
- W4380590955 title "MUNPE:Multi-view Uncorrelated Neighborhood Preserving Embedding for unsupervised feature extraction" @default.
- W4380590955 doi "https://doi.org/10.36227/techrxiv.23507391.v1" @default.
- W4380590955 hasPublicationYear "2023" @default.
- W4380590955 type Work @default.
- W4380590955 citedByCount "0" @default.
- W4380590955 crossrefType "posted-content" @default.
- W4380590955 hasAuthorship W4380590955A5014024041 @default.
- W4380590955 hasAuthorship W4380590955A5036317150 @default.
- W4380590955 hasAuthorship W4380590955A5053000814 @default.
- W4380590955 hasBestOaLocation W43805909551 @default.
- W4380590955 hasConcept C105795698 @default.
- W4380590955 hasConcept C11413529 @default.
- W4380590955 hasConcept C117220453 @default.
- W4380590955 hasConcept C124101348 @default.
- W4380590955 hasConcept C138885662 @default.
- W4380590955 hasConcept C153874254 @default.
- W4380590955 hasConcept C154945302 @default.
- W4380590955 hasConcept C162324750 @default.
- W4380590955 hasConcept C169345407 @default.
- W4380590955 hasConcept C2524010 @default.
- W4380590955 hasConcept C2776401178 @default.
- W4380590955 hasConcept C2776436953 @default.
- W4380590955 hasConcept C2777303404 @default.
- W4380590955 hasConcept C32834561 @default.
- W4380590955 hasConcept C33923547 @default.
- W4380590955 hasConcept C41008148 @default.
- W4380590955 hasConcept C41608201 @default.
- W4380590955 hasConcept C41895202 @default.
- W4380590955 hasConcept C50522688 @default.
- W4380590955 hasConcept C80444323 @default.
- W4380590955 hasConceptScore W4380590955C105795698 @default.
- W4380590955 hasConceptScore W4380590955C11413529 @default.
- W4380590955 hasConceptScore W4380590955C117220453 @default.
- W4380590955 hasConceptScore W4380590955C124101348 @default.
- W4380590955 hasConceptScore W4380590955C138885662 @default.
- W4380590955 hasConceptScore W4380590955C153874254 @default.
- W4380590955 hasConceptScore W4380590955C154945302 @default.
- W4380590955 hasConceptScore W4380590955C162324750 @default.
- W4380590955 hasConceptScore W4380590955C169345407 @default.
- W4380590955 hasConceptScore W4380590955C2524010 @default.
- W4380590955 hasConceptScore W4380590955C2776401178 @default.
- W4380590955 hasConceptScore W4380590955C2776436953 @default.
- W4380590955 hasConceptScore W4380590955C2777303404 @default.
- W4380590955 hasConceptScore W4380590955C32834561 @default.
- W4380590955 hasConceptScore W4380590955C33923547 @default.
- W4380590955 hasConceptScore W4380590955C41008148 @default.
- W4380590955 hasConceptScore W4380590955C41608201 @default.
- W4380590955 hasConceptScore W4380590955C41895202 @default.
- W4380590955 hasConceptScore W4380590955C50522688 @default.
- W4380590955 hasConceptScore W4380590955C80444323 @default.
- W4380590955 hasLocation W43805909551 @default.
- W4380590955 hasOpenAccess W4380590955 @default.
- W4380590955 hasPrimaryLocation W43805909551 @default.
- W4380590955 hasRelatedWork W1979817020 @default.
- W4380590955 hasRelatedWork W2129581147 @default.
- W4380590955 hasRelatedWork W2329608069 @default.
- W4380590955 hasRelatedWork W2407346284 @default.
- W4380590955 hasRelatedWork W2703598697 @default.
- W4380590955 hasRelatedWork W2970579058 @default.
- W4380590955 hasRelatedWork W3191865532 @default.
- W4380590955 hasRelatedWork W4205158782 @default.
- W4380590955 hasRelatedWork W71154278 @default.
- W4380590955 hasRelatedWork W2107103981 @default.
- W4380590955 isParatext "false" @default.
- W4380590955 isRetracted "false" @default.
- W4380590955 workType "article" @default.