FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2296157260> ?p ?o ?g. }

• W2296157260 abstract "Locality preserving projection (LPP) is an effective dimensionality reduction method based on manifold learning, which is defined over the graph weighted squared L2-norm distances in the projected subspace. Since squared L2-norm distance is prone to outliers, it is desirable to develop a robust LPP method. In this paper, motivated by existing studies that improve the robustness of statistical learning models via L1-norm or not-squared L2-norm formulations, we propose a robust LPP (rLPP) formulation to minimize the p-th order of the L2-norm distances, which can better tolerate large outlying data samples because it suppress the introduced biased more than the L1-norm or not squared L2-norm minimizations. However, solving the formulated objective is very challenging because it not only non-smooth but also non-convex. As an important theoretical contribution of this work, we systematically derive an efficient iterative algorithm to solve the general p-th order L2-norm minimization problem, which, to the best of our knowledge, is solved for the first time in literature. Extensive empirical evaluations on the proposed rLPP method have been performed, in which our new method outperforms the related state-of-the-art methods in a variety of experimental settings and demonstrate its effectiveness in seeking better subspaces on both noiseless and noisy data." @default.
• W2296157260 created "2016-06-24" @default.
• W2296157260 creator A5003222421 @default.
• W2296157260 creator A5053725057 @default.
• W2296157260 creator A5060016795 @default.
• W2296157260 date "2015-02-21" @default.
• W2296157260 modified "2023-10-17" @default.
• W2296157260 title "Learning Robust Locality Preserving Projection via p-Order Minimization" @default.
• W2296157260 cites W1481746448 @default.
• W2296157260 cites W1550956179 @default.
• W2296157260 cites W1770825568 @default.
• W2296157260 cites W1992633833 @default.
• W2296157260 cites W2001141328 @default.
• W2296157260 cites W2053090063 @default.
• W2296157260 cites W2053186076 @default.
• W2296157260 cites W2101117936 @default.
• W2296157260 cites W2119925377 @default.
• W2296157260 cites W2131628350 @default.
• W2296157260 cites W2135346934 @default.
• W2296157260 cites W2148694408 @default.
• W2296157260 cites W2151673022 @default.
• W2296157260 cites W2153051254 @default.
• W2296157260 cites W2154872931 @default.
• W2296157260 cites W2156718197 @default.
• W2296157260 cites W2163376981 @default.
• W2296157260 cites W2167403490 @default.
• W2296157260 cites W2171837816 @default.
• W2296157260 cites W271456568 @default.
• W2296157260 cites W83066537 @default.
• W2296157260 doi "https://doi.org/10.1609/aaai.v29i1.9632" @default.
• W2296157260 hasPublicationYear "2015" @default.
• W2296157260 type Work @default.
• W2296157260 sameAs 2296157260 @default.
• W2296157260 citedByCount "12" @default.
• W2296157260 countsByYear W22961572602017 @default.
• W2296157260 countsByYear W22961572602018 @default.
• W2296157260 countsByYear W22961572602019 @default.
• W2296157260 countsByYear W22961572602022 @default.
• W2296157260 countsByYear W22961572602023 @default.
• W2296157260 crossrefType "journal-article" @default.
• W2296157260 hasAuthorship W2296157260A5003222421 @default.
• W2296157260 hasAuthorship W2296157260A5053725057 @default.
• W2296157260 hasAuthorship W2296157260A5060016795 @default.
• W2296157260 hasBestOaLocation W22961572601 @default.
• W2296157260 hasConcept C104317684 @default.
• W2296157260 hasConcept C105795698 @default.
• W2296157260 hasConcept C112680207 @default.
• W2296157260 hasConcept C11413529 @default.
• W2296157260 hasConcept C12362212 @default.
• W2296157260 hasConcept C126255220 @default.
• W2296157260 hasConcept C138885662 @default.
• W2296157260 hasConcept C139945424 @default.
• W2296157260 hasConcept C147764199 @default.
• W2296157260 hasConcept C154945302 @default.
• W2296157260 hasConcept C17744445 @default.
• W2296157260 hasConcept C185592680 @default.
• W2296157260 hasConcept C191795146 @default.
• W2296157260 hasConcept C199539241 @default.
• W2296157260 hasConcept C2524010 @default.
• W2296157260 hasConcept C2779808786 @default.
• W2296157260 hasConcept C32834561 @default.
• W2296157260 hasConcept C33923547 @default.
• W2296157260 hasConcept C41008148 @default.
• W2296157260 hasConcept C41895202 @default.
• W2296157260 hasConcept C55493867 @default.
• W2296157260 hasConcept C63479239 @default.
• W2296157260 hasConcept C79337645 @default.
• W2296157260 hasConceptScore W2296157260C104317684 @default.
• W2296157260 hasConceptScore W2296157260C105795698 @default.
• W2296157260 hasConceptScore W2296157260C112680207 @default.
• W2296157260 hasConceptScore W2296157260C11413529 @default.
• W2296157260 hasConceptScore W2296157260C12362212 @default.
• W2296157260 hasConceptScore W2296157260C126255220 @default.
• W2296157260 hasConceptScore W2296157260C138885662 @default.
• W2296157260 hasConceptScore W2296157260C139945424 @default.
• W2296157260 hasConceptScore W2296157260C147764199 @default.
• W2296157260 hasConceptScore W2296157260C154945302 @default.
• W2296157260 hasConceptScore W2296157260C17744445 @default.
• W2296157260 hasConceptScore W2296157260C185592680 @default.
• W2296157260 hasConceptScore W2296157260C191795146 @default.
• W2296157260 hasConceptScore W2296157260C199539241 @default.
• W2296157260 hasConceptScore W2296157260C2524010 @default.
• W2296157260 hasConceptScore W2296157260C2779808786 @default.
• W2296157260 hasConceptScore W2296157260C32834561 @default.
• W2296157260 hasConceptScore W2296157260C33923547 @default.
• W2296157260 hasConceptScore W2296157260C41008148 @default.
• W2296157260 hasConceptScore W2296157260C41895202 @default.
• W2296157260 hasConceptScore W2296157260C55493867 @default.
• W2296157260 hasConceptScore W2296157260C63479239 @default.
• W2296157260 hasConceptScore W2296157260C79337645 @default.
• W2296157260 hasIssue "1" @default.
• W2296157260 hasLocation W22961572601 @default.
• W2296157260 hasOpenAccess W2296157260 @default.
• W2296157260 hasPrimaryLocation W22961572601 @default.
• W2296157260 hasRelatedWork W1663634901 @default.
• W2296157260 hasRelatedWork W1671442059 @default.
• W2296157260 hasRelatedWork W199035648 @default.
• W2296157260 hasRelatedWork W2118056908 @default.
• W2296157260 hasRelatedWork W2249092120 @default.
• W2296157260 hasRelatedWork W2728134755 @default.

• next