Matches in SemOpenAlex for { <https://semopenalex.org/work/W178200432> ?p ?o ?g. }
Showing items 1 to 91 of
91
with 100 items per page.
- W178200432 abstract "Most existing feature selection methods focus on ranking features based on an information criterion to select the best K features. However, several authors find that the optimal feature combinations do not give the best classification performance [6],[5]. The reason for this is that although individual features may have limited relevance to a particular class, when taken in combination with other features it can be strongly relevant to the class. In this paper, we derive a new information theoretic criterion that called multidimensional interaction information (MII) to perform feature selection and apply it to gender determination. In contrast to existing feature selection methods, it is sensitive to the relations between feature combinations and can be used to seek third or even higher order dependencies between the relevant features. We apply the method to features delivered by principal geodesic analysis (PGA) and use a variational EM (VBEM) algorithm to learn a Gaussian mixture model for on the selected feature subset for gender determination. We obtain a classification accuracy as high as 95% on 2.5D facial needlemaps, demonstrating the effectiveness of our feature selection methods." @default.
- W178200432 created "2016-06-24" @default.
- W178200432 creator A5063900505 @default.
- W178200432 creator A5074364400 @default.
- W178200432 date "2011-01-01" @default.
- W178200432 modified "2023-09-25" @default.
- W178200432 title "Feature Selection for Gender Classification" @default.
- W178200432 cites W2099111195 @default.
- W178200432 cites W2124397839 @default.
- W178200432 cites W2130302054 @default.
- W178200432 cites W2134478553 @default.
- W178200432 cites W2149772057 @default.
- W178200432 cites W2154053567 @default.
- W178200432 cites W2978725006 @default.
- W178200432 doi "https://doi.org/10.1007/978-3-642-21257-4_10" @default.
- W178200432 hasPublicationYear "2011" @default.
- W178200432 type Work @default.
- W178200432 sameAs 178200432 @default.
- W178200432 citedByCount "2" @default.
- W178200432 countsByYear W1782004322012 @default.
- W178200432 countsByYear W1782004322013 @default.
- W178200432 crossrefType "book-chapter" @default.
- W178200432 hasAuthorship W178200432A5063900505 @default.
- W178200432 hasAuthorship W178200432A5074364400 @default.
- W178200432 hasConcept C119857082 @default.
- W178200432 hasConcept C120665830 @default.
- W178200432 hasConcept C121332964 @default.
- W178200432 hasConcept C124101348 @default.
- W178200432 hasConcept C138885662 @default.
- W178200432 hasConcept C148483581 @default.
- W178200432 hasConcept C153180895 @default.
- W178200432 hasConcept C154945302 @default.
- W178200432 hasConcept C158154518 @default.
- W178200432 hasConcept C17744445 @default.
- W178200432 hasConcept C189430467 @default.
- W178200432 hasConcept C192209626 @default.
- W178200432 hasConcept C199539241 @default.
- W178200432 hasConcept C2776401178 @default.
- W178200432 hasConcept C2777212361 @default.
- W178200432 hasConcept C2983203078 @default.
- W178200432 hasConcept C41008148 @default.
- W178200432 hasConcept C41895202 @default.
- W178200432 hasConcept C52622490 @default.
- W178200432 hasConcept C81917197 @default.
- W178200432 hasConceptScore W178200432C119857082 @default.
- W178200432 hasConceptScore W178200432C120665830 @default.
- W178200432 hasConceptScore W178200432C121332964 @default.
- W178200432 hasConceptScore W178200432C124101348 @default.
- W178200432 hasConceptScore W178200432C138885662 @default.
- W178200432 hasConceptScore W178200432C148483581 @default.
- W178200432 hasConceptScore W178200432C153180895 @default.
- W178200432 hasConceptScore W178200432C154945302 @default.
- W178200432 hasConceptScore W178200432C158154518 @default.
- W178200432 hasConceptScore W178200432C17744445 @default.
- W178200432 hasConceptScore W178200432C189430467 @default.
- W178200432 hasConceptScore W178200432C192209626 @default.
- W178200432 hasConceptScore W178200432C199539241 @default.
- W178200432 hasConceptScore W178200432C2776401178 @default.
- W178200432 hasConceptScore W178200432C2777212361 @default.
- W178200432 hasConceptScore W178200432C2983203078 @default.
- W178200432 hasConceptScore W178200432C41008148 @default.
- W178200432 hasConceptScore W178200432C41895202 @default.
- W178200432 hasConceptScore W178200432C52622490 @default.
- W178200432 hasConceptScore W178200432C81917197 @default.
- W178200432 hasLocation W1782004321 @default.
- W178200432 hasOpenAccess W178200432 @default.
- W178200432 hasPrimaryLocation W1782004321 @default.
- W178200432 hasRelatedWork W1968103139 @default.
- W178200432 hasRelatedWork W2069321575 @default.
- W178200432 hasRelatedWork W2099322651 @default.
- W178200432 hasRelatedWork W2147830002 @default.
- W178200432 hasRelatedWork W2312203001 @default.
- W178200432 hasRelatedWork W2323021865 @default.
- W178200432 hasRelatedWork W2608839702 @default.
- W178200432 hasRelatedWork W2770690579 @default.
- W178200432 hasRelatedWork W2796275707 @default.
- W178200432 hasRelatedWork W2899785659 @default.
- W178200432 hasRelatedWork W2979192851 @default.
- W178200432 hasRelatedWork W2981285540 @default.
- W178200432 hasRelatedWork W3000440061 @default.
- W178200432 hasRelatedWork W3000969745 @default.
- W178200432 hasRelatedWork W3024140460 @default.
- W178200432 hasRelatedWork W3036421265 @default.
- W178200432 hasRelatedWork W3105858689 @default.
- W178200432 hasRelatedWork W3203444488 @default.
- W178200432 hasRelatedWork W3204352917 @default.
- W178200432 hasRelatedWork W62465263 @default.
- W178200432 isParatext "false" @default.
- W178200432 isRetracted "false" @default.
- W178200432 magId "178200432" @default.
- W178200432 workType "book-chapter" @default.