FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2167882693> ?p ?o ?g. }

• W2167882693 endingPage "1131" @default.
• W2167882693 startingPage "1123" @default.
• W2167882693 abstract "One crucial assumption made by both principal component analysis (PCA) and probabilistic PCA (PPCA) is that the instances are independent and identically distributed (i.i.d.). However, this common i.i.d. assumption is unreasonable for relational data. In this paper, by explicitly modeling covariance between instances as derived from the relational information, we propose a novel probabilistic dimensionality reduction method, called probabilistic relational PCA (PRPCA), for relational data analysis. Although the i.i.d. assumption is no longer adopted in PRPCA, the learning algorithms for PRPCA can still be devised easily like those for PPCA which makes explicit use of the i.i.d. assumption. Experiments on real-world data sets show that PRPCA can effectively utilize the relational information to dramatically outperform PCA and achieve state-of-the-art performance." @default.
• W2167882693 created "2016-06-24" @default.
• W2167882693 creator A5000767481 @default.
• W2167882693 creator A5047580482 @default.
• W2167882693 creator A5073139380 @default.
• W2167882693 date "2009-12-07" @default.
• W2167882693 modified "2023-10-01" @default.
• W2167882693 title "Probabilistic Relational PCA" @default.
• W2167882693 cites W1544449255 @default.
• W2167882693 cites W1578099820 @default.
• W2167882693 cites W1585529040 @default.
• W2167882693 cites W1668147540 @default.
• W2167882693 cites W1746819321 @default.
• W2167882693 cites W1860880244 @default.
• W2167882693 cites W1979584682 @default.
• W2167882693 cites W2005484638 @default.
• W2167882693 cites W2049633694 @default.
• W2167882693 cites W2060542838 @default.
• W2167882693 cites W2071128523 @default.
• W2167882693 cites W2073792299 @default.
• W2167882693 cites W2098961198 @default.
• W2167882693 cites W2106545428 @default.
• W2167882693 cites W2108346334 @default.
• W2167882693 cites W2118159011 @default.
• W2167882693 cites W2123549998 @default.
• W2167882693 cites W2125027820 @default.
• W2167882693 cites W2146728697 @default.
• W2167882693 cites W2148694408 @default.
• W2167882693 cites W2153635508 @default.
• W2167882693 cites W2162630660 @default.
• W2167882693 cites W2165636119 @default.
• W2167882693 cites W2167044614 @default.
• W2167882693 cites W2172132049 @default.
• W2167882693 cites W2294460823 @default.
• W2167882693 cites W2962735828 @default.
• W2167882693 cites W2963492769 @default.
• W2167882693 cites W3148198191 @default.
• W2167882693 hasPublicationYear "2009" @default.
• W2167882693 type Work @default.
• W2167882693 sameAs 2167882693 @default.
• W2167882693 citedByCount "7" @default.
• W2167882693 countsByYear W21678826932013 @default.
• W2167882693 countsByYear W21678826932014 @default.
• W2167882693 countsByYear W21678826932021 @default.
• W2167882693 crossrefType "proceedings-article" @default.
• W2167882693 hasAuthorship W2167882693A5000767481 @default.
• W2167882693 hasAuthorship W2167882693A5047580482 @default.
• W2167882693 hasAuthorship W2167882693A5073139380 @default.
• W2167882693 hasConcept C105795698 @default.
• W2167882693 hasConcept C111030470 @default.
• W2167882693 hasConcept C122123141 @default.
• W2167882693 hasConcept C124101348 @default.
• W2167882693 hasConcept C141513077 @default.
• W2167882693 hasConcept C153180895 @default.
• W2167882693 hasConcept C154945302 @default.
• W2167882693 hasConcept C177877439 @default.
• W2167882693 hasConcept C27438332 @default.
• W2167882693 hasConcept C33923547 @default.
• W2167882693 hasConcept C40207289 @default.
• W2167882693 hasConcept C41008148 @default.
• W2167882693 hasConcept C49937458 @default.
• W2167882693 hasConcept C5655090 @default.
• W2167882693 hasConcept C70518039 @default.
• W2167882693 hasConceptScore W2167882693C105795698 @default.
• W2167882693 hasConceptScore W2167882693C111030470 @default.
• W2167882693 hasConceptScore W2167882693C122123141 @default.
• W2167882693 hasConceptScore W2167882693C124101348 @default.
• W2167882693 hasConceptScore W2167882693C141513077 @default.
• W2167882693 hasConceptScore W2167882693C153180895 @default.
• W2167882693 hasConceptScore W2167882693C154945302 @default.
• W2167882693 hasConceptScore W2167882693C177877439 @default.
• W2167882693 hasConceptScore W2167882693C27438332 @default.
• W2167882693 hasConceptScore W2167882693C33923547 @default.
• W2167882693 hasConceptScore W2167882693C40207289 @default.
• W2167882693 hasConceptScore W2167882693C41008148 @default.
• W2167882693 hasConceptScore W2167882693C49937458 @default.
• W2167882693 hasConceptScore W2167882693C5655090 @default.
• W2167882693 hasConceptScore W2167882693C70518039 @default.
• W2167882693 hasLocation W21678826931 @default.
• W2167882693 hasOpenAccess W2167882693 @default.
• W2167882693 hasPrimaryLocation W21678826931 @default.
• W2167882693 hasRelatedWork W1544449255 @default.
• W2167882693 hasRelatedWork W1774304772 @default.
• W2167882693 hasRelatedWork W1939847300 @default.
• W2167882693 hasRelatedWork W1968244248 @default.
• W2167882693 hasRelatedWork W1979584682 @default.
• W2167882693 hasRelatedWork W1996449957 @default.
• W2167882693 hasRelatedWork W2119507935 @default.
• W2167882693 hasRelatedWork W2123549998 @default.
• W2167882693 hasRelatedWork W2125027820 @default.
• W2167882693 hasRelatedWork W2136979193 @default.
• W2167882693 hasRelatedWork W2172132049 @default.
• W2167882693 hasRelatedWork W2247380138 @default.
• W2167882693 hasRelatedWork W2265353879 @default.
• W2167882693 hasRelatedWork W2473983412 @default.
• W2167882693 hasRelatedWork W2533064745 @default.
• W2167882693 hasRelatedWork W2545895710 @default.
• W2167882693 hasRelatedWork W2951066088 @default.

• next