Matches in SemOpenAlex for { <https://semopenalex.org/work/W2895700599> ?p ?o ?g. }
Showing items 1 to 87 of
87
with 100 items per page.
- W2895700599 endingPage "1475" @default.
- W2895700599 startingPage "1465" @default.
- W2895700599 abstract "Dimensionality reduction is one of the most fundamental topic in machine learning. A range of methods focus on dimensionality reduction have been proposed in various areas. Among the unsupervised dimensionality reduction methods, graph-based dimensionality reduction has begun to draw more and more attention due to its effectiveness. However, most existing graph-based methods have high computation complexity, which is not applicable to large-scale problems. To solve this problem, an unsupervised graph-based dimensionality reduction method called fast and flexible large graph embedding (FFLGE) based on anchors is proposed. FFLGE uses an anchor-based strategy to construct an anchor-based graph and design similarity matrix and then perform the dimensionality reduction efficiently. The computational complexity of the proposed FFLGE reduces to <inline-formula xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink><tex-math notation=LaTeX>$O(ndm)$</tex-math></inline-formula> , where <inline-formula xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink><tex-math notation=LaTeX>$n$</tex-math></inline-formula> is the number of samples, <inline-formula xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink><tex-math notation=LaTeX>$d$</tex-math></inline-formula> is the number of dimensions and <inline-formula xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink><tex-math notation=LaTeX>$m$</tex-math></inline-formula> is the number of anchors. Furthermore, it is interesting to note that locality preserving projection and principal component analysis are two special cases of FFLGE. In the end, the experiments based on several publicly large-scale datasets proves the effectiveness and efficiency of the method proposed." @default.
- W2895700599 created "2018-10-12" @default.
- W2895700599 creator A5003222421 @default.
- W2895700599 creator A5004483141 @default.
- W2895700599 creator A5019602351 @default.
- W2895700599 creator A5068918243 @default.
- W2895700599 creator A5086529957 @default.
- W2895700599 date "2018-12-01" @default.
- W2895700599 modified "2023-10-17" @default.
- W2895700599 title "Fast and Flexible Large Graph Embedding Based on Anchors" @default.
- W2895700599 cites W2001141328 @default.
- W2895700599 cites W2010835048 @default.
- W2895700599 cites W2053186076 @default.
- W2895700599 cites W2089609272 @default.
- W2895700599 cites W2113590298 @default.
- W2895700599 cites W2117553576 @default.
- W2895700599 cites W211921589 @default.
- W2895700599 cites W2119925377 @default.
- W2895700599 cites W2121647436 @default.
- W2895700599 cites W2127230571 @default.
- W2895700599 cites W2142109962 @default.
- W2895700599 cites W2169658215 @default.
- W2895700599 cites W2188408756 @default.
- W2895700599 cites W2515212212 @default.
- W2895700599 cites W2573426660 @default.
- W2895700599 cites W2598052950 @default.
- W2895700599 cites W2735797020 @default.
- W2895700599 cites W2761726598 @default.
- W2895700599 cites W3148981562 @default.
- W2895700599 doi "https://doi.org/10.1109/jstsp.2018.2873985" @default.
- W2895700599 hasPublicationYear "2018" @default.
- W2895700599 type Work @default.
- W2895700599 sameAs 2895700599 @default.
- W2895700599 citedByCount "4" @default.
- W2895700599 countsByYear W28957005992023 @default.
- W2895700599 crossrefType "journal-article" @default.
- W2895700599 hasAuthorship W2895700599A5003222421 @default.
- W2895700599 hasAuthorship W2895700599A5004483141 @default.
- W2895700599 hasAuthorship W2895700599A5019602351 @default.
- W2895700599 hasAuthorship W2895700599A5068918243 @default.
- W2895700599 hasAuthorship W2895700599A5086529957 @default.
- W2895700599 hasConcept C111030470 @default.
- W2895700599 hasConcept C11413529 @default.
- W2895700599 hasConcept C132525143 @default.
- W2895700599 hasConcept C154945302 @default.
- W2895700599 hasConcept C33923547 @default.
- W2895700599 hasConcept C41008148 @default.
- W2895700599 hasConcept C41608201 @default.
- W2895700599 hasConcept C45357846 @default.
- W2895700599 hasConcept C45374587 @default.
- W2895700599 hasConcept C70518039 @default.
- W2895700599 hasConcept C80444323 @default.
- W2895700599 hasConcept C94375191 @default.
- W2895700599 hasConceptScore W2895700599C111030470 @default.
- W2895700599 hasConceptScore W2895700599C11413529 @default.
- W2895700599 hasConceptScore W2895700599C132525143 @default.
- W2895700599 hasConceptScore W2895700599C154945302 @default.
- W2895700599 hasConceptScore W2895700599C33923547 @default.
- W2895700599 hasConceptScore W2895700599C41008148 @default.
- W2895700599 hasConceptScore W2895700599C41608201 @default.
- W2895700599 hasConceptScore W2895700599C45357846 @default.
- W2895700599 hasConceptScore W2895700599C45374587 @default.
- W2895700599 hasConceptScore W2895700599C70518039 @default.
- W2895700599 hasConceptScore W2895700599C80444323 @default.
- W2895700599 hasConceptScore W2895700599C94375191 @default.
- W2895700599 hasFunder F4320321001 @default.
- W2895700599 hasIssue "6" @default.
- W2895700599 hasLocation W28957005991 @default.
- W2895700599 hasOpenAccess W2895700599 @default.
- W2895700599 hasPrimaryLocation W28957005991 @default.
- W2895700599 hasRelatedWork W1485642969 @default.
- W2895700599 hasRelatedWork W1900592362 @default.
- W2895700599 hasRelatedWork W1973666623 @default.
- W2895700599 hasRelatedWork W1980782498 @default.
- W2895700599 hasRelatedWork W2068726834 @default.
- W2895700599 hasRelatedWork W2167733911 @default.
- W2895700599 hasRelatedWork W2364156185 @default.
- W2895700599 hasRelatedWork W2510417614 @default.
- W2895700599 hasRelatedWork W4230019477 @default.
- W2895700599 hasRelatedWork W4233692833 @default.
- W2895700599 hasVolume "12" @default.
- W2895700599 isParatext "false" @default.
- W2895700599 isRetracted "false" @default.
- W2895700599 magId "2895700599" @default.
- W2895700599 workType "article" @default.