FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2113774822> ?p ?o ?g. }

• W2113774822 endingPage "1259" @default.
• W2113774822 startingPage "1245" @default.
• W2113774822 abstract "Linear Discriminant Analysis (LDA) is a popular feature extraction technique in statistical pattern recognition. However, it often suffers from the small sample size problem when dealing with high-dimensional data. Moreover, while LDA is guaranteed to find the best directions when each class has a Gaussian density with a common covariance matrix, it can fail if the class densities are more general. In this paper, a novel nonparametric linear feature extraction method, nearest neighbor discriminant analysis (NNDA), is proposed from the view of the nearest neighbor classification. NNDA finds the important discriminant directions without assuming the class densities belong to any particular parametric family. It does not depend on the nonsingularity of the within-class scatter matrix either. Then we give an approximate approach to optimize NNDA and an extension to k-NN. We apply NNDA to the simulated data and real world data, the results demonstrate that NNDA outperforms the existing variant LDA methods." @default.
• W2113774822 created "2016-06-24" @default.
• W2113774822 creator A5044665993 @default.
• W2113774822 creator A5086663275 @default.
• W2113774822 date "2006-12-01" @default.
• W2113774822 modified "2023-09-24" @default.
• W2113774822 title "NEAREST NEIGHBOR DISCRIMINANT ANALYSIS" @default.
• W2113774822 cites W1480376833 @default.
• W2113774822 cites W1974097586 @default.
• W2113774822 cites W1985809919 @default.
• W2113774822 cites W1997011019 @default.
• W2113774822 cites W2004834267 @default.
• W2113774822 cites W2046914656 @default.
• W2113774822 cites W2062104878 @default.
• W2113774822 cites W2088900896 @default.
• W2113774822 cites W2091632079 @default.
• W2113774822 cites W2121647436 @default.
• W2113774822 cites W2138451337 @default.
• W2113774822 doi "https://doi.org/10.1142/s0218001406005186" @default.
• W2113774822 hasPublicationYear "2006" @default.
• W2113774822 type Work @default.
• W2113774822 sameAs 2113774822 @default.
• W2113774822 citedByCount "17" @default.
• W2113774822 countsByYear W21137748222013 @default.
• W2113774822 countsByYear W21137748222015 @default.
• W2113774822 countsByYear W21137748222016 @default.
• W2113774822 countsByYear W21137748222017 @default.
• W2113774822 countsByYear W21137748222019 @default.
• W2113774822 countsByYear W21137748222022 @default.
• W2113774822 crossrefType "journal-article" @default.
• W2113774822 hasAuthorship W2113774822A5044665993 @default.
• W2113774822 hasAuthorship W2113774822A5086663275 @default.
• W2113774822 hasConcept C102366305 @default.
• W2113774822 hasConcept C104500394 @default.
• W2113774822 hasConcept C105795698 @default.
• W2113774822 hasConcept C113238511 @default.
• W2113774822 hasConcept C11413529 @default.
• W2113774822 hasConcept C121332964 @default.
• W2113774822 hasConcept C138885662 @default.
• W2113774822 hasConcept C153180895 @default.
• W2113774822 hasConcept C154945302 @default.
• W2113774822 hasConcept C163716315 @default.
• W2113774822 hasConcept C176917957 @default.
• W2113774822 hasConcept C180877172 @default.
• W2113774822 hasConcept C181367576 @default.
• W2113774822 hasConcept C185142706 @default.
• W2113774822 hasConcept C2776401178 @default.
• W2113774822 hasConcept C31510193 @default.
• W2113774822 hasConcept C33923547 @default.
• W2113774822 hasConcept C41008148 @default.
• W2113774822 hasConcept C41895202 @default.
• W2113774822 hasConcept C52622490 @default.
• W2113774822 hasConcept C58596280 @default.
• W2113774822 hasConcept C62520636 @default.
• W2113774822 hasConcept C69738355 @default.
• W2113774822 hasConcept C78397625 @default.
• W2113774822 hasConcept C94475309 @default.
• W2113774822 hasConceptScore W2113774822C102366305 @default.
• W2113774822 hasConceptScore W2113774822C104500394 @default.
• W2113774822 hasConceptScore W2113774822C105795698 @default.
• W2113774822 hasConceptScore W2113774822C113238511 @default.
• W2113774822 hasConceptScore W2113774822C11413529 @default.
• W2113774822 hasConceptScore W2113774822C121332964 @default.
• W2113774822 hasConceptScore W2113774822C138885662 @default.
• W2113774822 hasConceptScore W2113774822C153180895 @default.
• W2113774822 hasConceptScore W2113774822C154945302 @default.
• W2113774822 hasConceptScore W2113774822C163716315 @default.
• W2113774822 hasConceptScore W2113774822C176917957 @default.
• W2113774822 hasConceptScore W2113774822C180877172 @default.
• W2113774822 hasConceptScore W2113774822C181367576 @default.
• W2113774822 hasConceptScore W2113774822C185142706 @default.
• W2113774822 hasConceptScore W2113774822C2776401178 @default.
• W2113774822 hasConceptScore W2113774822C31510193 @default.
• W2113774822 hasConceptScore W2113774822C33923547 @default.
• W2113774822 hasConceptScore W2113774822C41008148 @default.
• W2113774822 hasConceptScore W2113774822C41895202 @default.
• W2113774822 hasConceptScore W2113774822C52622490 @default.
• W2113774822 hasConceptScore W2113774822C58596280 @default.
• W2113774822 hasConceptScore W2113774822C62520636 @default.
• W2113774822 hasConceptScore W2113774822C69738355 @default.
• W2113774822 hasConceptScore W2113774822C78397625 @default.
• W2113774822 hasConceptScore W2113774822C94475309 @default.
• W2113774822 hasIssue "08" @default.
• W2113774822 hasLocation W21137748221 @default.
• W2113774822 hasOpenAccess W2113774822 @default.
• W2113774822 hasPrimaryLocation W21137748221 @default.
• W2113774822 hasRelatedWork W1485145297 @default.
• W2113774822 hasRelatedWork W1973748045 @default.
• W2113774822 hasRelatedWork W2037183730 @default.
• W2113774822 hasRelatedWork W2113774822 @default.
• W2113774822 hasRelatedWork W2132579056 @default.
• W2113774822 hasRelatedWork W2145426848 @default.
• W2113774822 hasRelatedWork W2155880659 @default.
• W2113774822 hasRelatedWork W2359610551 @default.
• W2113774822 hasRelatedWork W2362448382 @default.
• W2113774822 hasRelatedWork W2373682009 @default.
• W2113774822 hasVolume "20" @default.
• W2113774822 isParatext "false" @default.

• next