FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3132856564> ?p ?o ?g. }

• W3132856564 abstract "ABSTRACT Introduction In the domain of functional magnetic resonance imaging (fMRI) data analysis, given two correlation matrices between regions of interest (ROIs) for the same subject, it is important to reveal relatively large differences to ensure accurate interpretations. However, clustering results based only on difference tend to be unsatisfactory, and interpreting features is difficult because the difference suffers from noise. Therefore, to overcome these problems, we propose a new approach for dimensional reduction clustering. Methods Our proposed dimensional reduction clustering approach consists of low rank approximation and a clustering algorithm. The low rank matrix, which reflects the difference, is estimated from the inner product of the difference matrix, not only the difference. In addition, the low rank matrix is calculated based on the majorize-minimization (MM) algorithm such that the difference is bounded from 1 to 1. For the clustering process, ordinal k -means is applied to the estimated low rank matrix, which emphasizes the clustering structure. Results Numerical simulations show that, compared with other approaches that are based only on difference, the proposed method provides superior performance in recovering the true clustering structure. Moreover, as demonstrated through a real data example of brain activity while performing a working memory task measured by fMRI, the proposed method can visually provide interpretable community structures consisted of well-known brain functional networks which can be associated with human working memory system. Conclusions The proposed dimensional reduction clustering approach is a very useful tool for revealing and interpreting the differences between correlation matrices, even if the true difference tends to be relatively small." @default.
• W3132856564 created "2021-03-01" @default.
• W3132856564 creator A5006539938 @default.
• W3132856564 creator A5033008085 @default.
• W3132856564 date "2021-02-24" @default.
• W3132856564 modified "2023-09-27" @default.
• W3132856564 title "Low rank approximation of difference between correlation matrices by using inner product" @default.
• W3132856564 cites W1902193272 @default.
• W3132856564 cites W1965760439 @default.
• W3132856564 cites W1972655156 @default.
• W3132856564 cites W1982165727 @default.
• W3132856564 cites W1983183519 @default.
• W3132856564 cites W1987971958 @default.
• W3132856564 cites W1999653836 @default.
• W3132856564 cites W1999959286 @default.
• W3132856564 cites W2002627566 @default.
• W3132856564 cites W2011650426 @default.
• W3132856564 cites W2016954751 @default.
• W3132856564 cites W2054787086 @default.
• W3132856564 cites W2100831964 @default.
• W3132856564 cites W2104481149 @default.
• W3132856564 cites W2123688246 @default.
• W3132856564 cites W2124821009 @default.
• W3132856564 cites W2130010412 @default.
• W3132856564 cites W2130697848 @default.
• W3132856564 cites W2136435696 @default.
• W3132856564 cites W2137145004 @default.
• W3132856564 cites W2146083743 @default.
• W3132856564 cites W2149414429 @default.
• W3132856564 cites W2162809807 @default.
• W3132856564 cites W2168963208 @default.
• W3132856564 cites W2233976407 @default.
• W3132856564 cites W2775832640 @default.
• W3132856564 cites W3023814688 @default.
• W3132856564 cites W3125769231 @default.
• W3132856564 cites W4205380271 @default.
• W3132856564 cites W4233758547 @default.
• W3132856564 cites W4235169531 @default.
• W3132856564 cites W4295605475 @default.
• W3132856564 doi "https://doi.org/10.1101/2021.02.23.432533" @default.
• W3132856564 hasPublicationYear "2021" @default.
• W3132856564 type Work @default.
• W3132856564 sameAs 3132856564 @default.
• W3132856564 citedByCount "0" @default.
• W3132856564 crossrefType "posted-content" @default.
• W3132856564 hasAuthorship W3132856564A5006539938 @default.
• W3132856564 hasAuthorship W3132856564A5033008085 @default.
• W3132856564 hasBestOaLocation W31328565641 @default.
• W3132856564 hasConcept C106487976 @default.
• W3132856564 hasConcept C11413529 @default.
• W3132856564 hasConcept C114614502 @default.
• W3132856564 hasConcept C134306372 @default.
• W3132856564 hasConcept C153180895 @default.
• W3132856564 hasConcept C154945302 @default.
• W3132856564 hasConcept C164226766 @default.
• W3132856564 hasConcept C185592680 @default.
• W3132856564 hasConcept C33923547 @default.
• W3132856564 hasConcept C34388435 @default.
• W3132856564 hasConcept C41008148 @default.
• W3132856564 hasConcept C43617362 @default.
• W3132856564 hasConcept C73555534 @default.
• W3132856564 hasConcept C94641424 @default.
• W3132856564 hasConceptScore W3132856564C106487976 @default.
• W3132856564 hasConceptScore W3132856564C11413529 @default.
• W3132856564 hasConceptScore W3132856564C114614502 @default.
• W3132856564 hasConceptScore W3132856564C134306372 @default.
• W3132856564 hasConceptScore W3132856564C153180895 @default.
• W3132856564 hasConceptScore W3132856564C154945302 @default.
• W3132856564 hasConceptScore W3132856564C164226766 @default.
• W3132856564 hasConceptScore W3132856564C185592680 @default.
• W3132856564 hasConceptScore W3132856564C33923547 @default.
• W3132856564 hasConceptScore W3132856564C34388435 @default.
• W3132856564 hasConceptScore W3132856564C41008148 @default.
• W3132856564 hasConceptScore W3132856564C43617362 @default.
• W3132856564 hasConceptScore W3132856564C73555534 @default.
• W3132856564 hasConceptScore W3132856564C94641424 @default.
• W3132856564 hasLocation W31328565641 @default.
• W3132856564 hasOpenAccess W3132856564 @default.
• W3132856564 hasPrimaryLocation W31328565641 @default.
• W3132856564 hasRelatedWork W197607070 @default.
• W3132856564 hasRelatedWork W2006684151 @default.
• W3132856564 hasRelatedWork W2090310580 @default.
• W3132856564 hasRelatedWork W2133581097 @default.
• W3132856564 hasRelatedWork W2139206670 @default.
• W3132856564 hasRelatedWork W2361300133 @default.
• W3132856564 hasRelatedWork W2386949455 @default.
• W3132856564 hasRelatedWork W2963533204 @default.
• W3132856564 hasRelatedWork W4301121095 @default.
• W3132856564 hasRelatedWork W2564101421 @default.
• W3132856564 isParatext "false" @default.
• W3132856564 isRetracted "false" @default.
• W3132856564 magId "3132856564" @default.
• W3132856564 workType "article" @default.