FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2199860319> ?p ?o ?g. }

• W2199860319 abstract "This paper presents a practical, and theoretically well-founded, approach to improve the speed of kernel manifold learning algorithms relying on spectral decomposition. Utilizing recent insights in kernel smoothing and learning with integral operators, we propose Reduced Set KPCA (RSKPCA), which also suggests an easy-to-implement method to remove or replace samples with minimal effect on the empirical operator. A simple data point selection procedure is given to generate a substitute density for the data, with accuracy that is governed by a user-tunable parameter . The effect of the approximation on the quality of the KPCA solution, in terms of spectral and operator errors, can be shown directly in terms of the density estimate error and as a function of the parameter . We show in experiments that RSKPCA can improve both training and evaluation time of KPCA by up to an order of magnitude, and compares favorably to the widely-used Nystrom and density-weighted Nystrom methods." @default.
• W2199860319 created "2016-06-24" @default.
• W2199860319 creator A5000553083 @default.
• W2199860319 creator A5008425872 @default.
• W2199860319 creator A5036991903 @default.
• W2199860319 date "2015-07-26" @default.
• W2199860319 modified "2023-09-27" @default.
• W2199860319 title "Reduced-Set Kernel Principal Components Analysis for Improving the Training and Execution Speed of Kernel Machines" @default.
• W2199860319 cites W1487115931 @default.
• W2199860319 cites W1510073064 @default.
• W2199860319 cites W1966347620 @default.
• W2199860319 cites W1967934524 @default.
• W2199860319 cites W2034344704 @default.
• W2199860319 cites W2088032561 @default.
• W2199860319 cites W2097308346 @default.
• W2199860319 cites W2108280101 @default.
• W2199860319 cites W2109025268 @default.
• W2199860319 cites W2119388857 @default.
• W2199860319 cites W2125525099 @default.
• W2199860319 cites W2136539454 @default.
• W2199860319 cites W2140095548 @default.
• W2199860319 cites W2144414190 @default.
• W2199860319 cites W2147750455 @default.
• W2199860319 cites W2155100959 @default.
• W2199860319 cites W2160840682 @default.
• W2199860319 cites W2496945004 @default.
• W2199860319 cites W2963740311 @default.
• W2199860319 hasPublicationYear "2015" @default.
• W2199860319 type Work @default.
• W2199860319 sameAs 2199860319 @default.
• W2199860319 citedByCount "0" @default.
• W2199860319 crossrefType "posted-content" @default.
• W2199860319 hasAuthorship W2199860319A5000553083 @default.
• W2199860319 hasAuthorship W2199860319A5008425872 @default.
• W2199860319 hasAuthorship W2199860319A5036991903 @default.
• W2199860319 hasConcept C104317684 @default.
• W2199860319 hasConcept C11413529 @default.
• W2199860319 hasConcept C114614502 @default.
• W2199860319 hasConcept C122280245 @default.
• W2199860319 hasConcept C12267149 @default.
• W2199860319 hasConcept C126255220 @default.
• W2199860319 hasConcept C153180895 @default.
• W2199860319 hasConcept C154945302 @default.
• W2199860319 hasConcept C158448853 @default.
• W2199860319 hasConcept C17020691 @default.
• W2199860319 hasConcept C177264268 @default.
• W2199860319 hasConcept C182335926 @default.
• W2199860319 hasConcept C185592680 @default.
• W2199860319 hasConcept C195699287 @default.
• W2199860319 hasConcept C199360897 @default.
• W2199860319 hasConcept C27406209 @default.
• W2199860319 hasConcept C31972630 @default.
• W2199860319 hasConcept C33923547 @default.
• W2199860319 hasConcept C3770464 @default.
• W2199860319 hasConcept C41008148 @default.
• W2199860319 hasConcept C55493867 @default.
• W2199860319 hasConcept C74193536 @default.
• W2199860319 hasConcept C75866337 @default.
• W2199860319 hasConcept C86339819 @default.
• W2199860319 hasConceptScore W2199860319C104317684 @default.
• W2199860319 hasConceptScore W2199860319C11413529 @default.
• W2199860319 hasConceptScore W2199860319C114614502 @default.
• W2199860319 hasConceptScore W2199860319C122280245 @default.
• W2199860319 hasConceptScore W2199860319C12267149 @default.
• W2199860319 hasConceptScore W2199860319C126255220 @default.
• W2199860319 hasConceptScore W2199860319C153180895 @default.
• W2199860319 hasConceptScore W2199860319C154945302 @default.
• W2199860319 hasConceptScore W2199860319C158448853 @default.
• W2199860319 hasConceptScore W2199860319C17020691 @default.
• W2199860319 hasConceptScore W2199860319C177264268 @default.
• W2199860319 hasConceptScore W2199860319C182335926 @default.
• W2199860319 hasConceptScore W2199860319C185592680 @default.
• W2199860319 hasConceptScore W2199860319C195699287 @default.
• W2199860319 hasConceptScore W2199860319C199360897 @default.
• W2199860319 hasConceptScore W2199860319C27406209 @default.
• W2199860319 hasConceptScore W2199860319C31972630 @default.
• W2199860319 hasConceptScore W2199860319C33923547 @default.
• W2199860319 hasConceptScore W2199860319C3770464 @default.
• W2199860319 hasConceptScore W2199860319C41008148 @default.
• W2199860319 hasConceptScore W2199860319C55493867 @default.
• W2199860319 hasConceptScore W2199860319C74193536 @default.
• W2199860319 hasConceptScore W2199860319C75866337 @default.
• W2199860319 hasConceptScore W2199860319C86339819 @default.
• W2199860319 hasLocation W21998603191 @default.
• W2199860319 hasOpenAccess W2199860319 @default.
• W2199860319 hasPrimaryLocation W21998603191 @default.
• W2199860319 hasRelatedWork W1585302803 @default.
• W2199860319 hasRelatedWork W1986706784 @default.
• W2199860319 hasRelatedWork W2032209258 @default.
• W2199860319 hasRelatedWork W2039025536 @default.
• W2199860319 hasRelatedWork W2085655596 @default.
• W2199860319 hasRelatedWork W2161603851 @default.
• W2199860319 hasRelatedWork W2171602483 @default.
• W2199860319 hasRelatedWork W2171776532 @default.
• W2199860319 hasRelatedWork W2299156643 @default.
• W2199860319 hasRelatedWork W2398447810 @default.
• W2199860319 hasRelatedWork W2422452261 @default.
• W2199860319 hasRelatedWork W2743943492 @default.
• W2199860319 hasRelatedWork W2784004157 @default.
• W2199860319 hasRelatedWork W2786881437 @default.

• next