Matches in SemOpenAlex for { <https://semopenalex.org/work/W2613223211> ?p ?o ?g. }
Showing items 1 to 99 of
99
with 100 items per page.
- W2613223211 endingPage "287" @default.
- W2613223211 startingPage "276" @default.
- W2613223211 abstract "In this paper, we propose a novel method to adaptively select the most informative and least redundant feature subset, which has strong discriminating power with respect to the target label. Unlike most traditional methods using vectorial features, our proposed approach is based on graph-based features and thus incorporates the relationships between feature samples into the feature selection process. To efficiently encapsulate the main characteristics of the graph-based features, we probe each graph structure using the steady state random walk and compute a probability distribution of the walk visiting the vertices. Furthermore, we propose a new information theoretic criterion to measure the joint relevance of different pairwise feature combinations with respect to the target feature, through the Jensen-Shannon divergence measure between the probability distributions from the random walk on different graphs. By solving a quadratic programming problem, we use the new measure to automatically locate the subset of the most informative features, that have both low redundancy and strong discriminating power. Unlike most existing state-of-the-art feature selection methods, the proposed information theoretic feature selection method can accommodate both continuous and discrete target features. Experiments on the problem of P2P lending platforms in China demonstrate the effectiveness of the proposed method." @default.
- W2613223211 created "2017-05-19" @default.
- W2613223211 creator A5011389990 @default.
- W2613223211 creator A5017499714 @default.
- W2613223211 creator A5058540877 @default.
- W2613223211 creator A5074364400 @default.
- W2613223211 creator A5079734512 @default.
- W2613223211 date "2017-01-01" @default.
- W2613223211 modified "2023-09-27" @default.
- W2613223211 title "Adaptive Feature Selection Based on the Most Informative Graph-Based Features" @default.
- W2613223211 cites W1583145088 @default.
- W2613223211 cites W1669094309 @default.
- W2613223211 cites W1869560171 @default.
- W2613223211 cites W1973848216 @default.
- W2613223211 cites W1977009091 @default.
- W2613223211 cites W2095104538 @default.
- W2613223211 cites W2134478553 @default.
- W2613223211 cites W2149772057 @default.
- W2613223211 cites W2154053567 @default.
- W2613223211 cites W2159543062 @default.
- W2613223211 cites W2303006504 @default.
- W2613223211 cites W2519754777 @default.
- W2613223211 cites W2542980820 @default.
- W2613223211 cites W3152330821 @default.
- W2613223211 cites W580123053 @default.
- W2613223211 cites W2161830857 @default.
- W2613223211 doi "https://doi.org/10.1007/978-3-319-58961-9_25" @default.
- W2613223211 hasPublicationYear "2017" @default.
- W2613223211 type Work @default.
- W2613223211 sameAs 2613223211 @default.
- W2613223211 citedByCount "5" @default.
- W2613223211 countsByYear W26132232112018 @default.
- W2613223211 countsByYear W26132232112020 @default.
- W2613223211 countsByYear W26132232112021 @default.
- W2613223211 countsByYear W26132232112022 @default.
- W2613223211 crossrefType "book-chapter" @default.
- W2613223211 hasAuthorship W2613223211A5011389990 @default.
- W2613223211 hasAuthorship W2613223211A5017499714 @default.
- W2613223211 hasAuthorship W2613223211A5058540877 @default.
- W2613223211 hasAuthorship W2613223211A5074364400 @default.
- W2613223211 hasAuthorship W2613223211A5079734512 @default.
- W2613223211 hasBestOaLocation W26132232112 @default.
- W2613223211 hasConcept C105795698 @default.
- W2613223211 hasConcept C111919701 @default.
- W2613223211 hasConcept C121194460 @default.
- W2613223211 hasConcept C124101348 @default.
- W2613223211 hasConcept C132525143 @default.
- W2613223211 hasConcept C138885662 @default.
- W2613223211 hasConcept C148483581 @default.
- W2613223211 hasConcept C152124472 @default.
- W2613223211 hasConcept C153180895 @default.
- W2613223211 hasConcept C154945302 @default.
- W2613223211 hasConcept C184898388 @default.
- W2613223211 hasConcept C18653775 @default.
- W2613223211 hasConcept C2776401178 @default.
- W2613223211 hasConcept C2780009758 @default.
- W2613223211 hasConcept C33923547 @default.
- W2613223211 hasConcept C41008148 @default.
- W2613223211 hasConcept C41895202 @default.
- W2613223211 hasConcept C80444323 @default.
- W2613223211 hasConceptScore W2613223211C105795698 @default.
- W2613223211 hasConceptScore W2613223211C111919701 @default.
- W2613223211 hasConceptScore W2613223211C121194460 @default.
- W2613223211 hasConceptScore W2613223211C124101348 @default.
- W2613223211 hasConceptScore W2613223211C132525143 @default.
- W2613223211 hasConceptScore W2613223211C138885662 @default.
- W2613223211 hasConceptScore W2613223211C148483581 @default.
- W2613223211 hasConceptScore W2613223211C152124472 @default.
- W2613223211 hasConceptScore W2613223211C153180895 @default.
- W2613223211 hasConceptScore W2613223211C154945302 @default.
- W2613223211 hasConceptScore W2613223211C184898388 @default.
- W2613223211 hasConceptScore W2613223211C18653775 @default.
- W2613223211 hasConceptScore W2613223211C2776401178 @default.
- W2613223211 hasConceptScore W2613223211C2780009758 @default.
- W2613223211 hasConceptScore W2613223211C33923547 @default.
- W2613223211 hasConceptScore W2613223211C41008148 @default.
- W2613223211 hasConceptScore W2613223211C41895202 @default.
- W2613223211 hasConceptScore W2613223211C80444323 @default.
- W2613223211 hasLocation W26132232111 @default.
- W2613223211 hasLocation W26132232112 @default.
- W2613223211 hasLocation W26132232113 @default.
- W2613223211 hasOpenAccess W2613223211 @default.
- W2613223211 hasPrimaryLocation W26132232111 @default.
- W2613223211 hasRelatedWork W1528445814 @default.
- W2613223211 hasRelatedWork W2286904880 @default.
- W2613223211 hasRelatedWork W2316780152 @default.
- W2613223211 hasRelatedWork W2374344280 @default.
- W2613223211 hasRelatedWork W2380940517 @default.
- W2613223211 hasRelatedWork W2392236103 @default.
- W2613223211 hasRelatedWork W2546942002 @default.
- W2613223211 hasRelatedWork W2970216048 @default.
- W2613223211 hasRelatedWork W2999462857 @default.
- W2613223211 hasRelatedWork W2345184372 @default.
- W2613223211 isParatext "false" @default.
- W2613223211 isRetracted "false" @default.
- W2613223211 magId "2613223211" @default.
- W2613223211 workType "book-chapter" @default.