FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4285199899> ?p ?o ?g. }

• W4285199899 endingPage "8014" @default.
• W4285199899 startingPage "7996" @default.
• W4285199899 abstract "Information theory-based feature selection (ITFS) methods select a single subset of features for all classes based on the following criteria: 1) minimizing redundancy between the selected features and 2) maximizing classification information of the selected features with the classes. A critical issue with selecting a single subset of features is that they may not represent the feature space in which individual class labels can be separated exclusively. Existing methods fail to provide a way to select the feature space specific to the individual class label. To this end, we propose a novel feature selection method called class-label specific mutual information (CSMI) that selects a specific set of features for each class label. The proposed method maximizes the information shared among the selected features and target class label but minimizes the same with all classes. We also consider the dynamic change of information between selected features and the target class label when a candidate feature is added. Finally, we provide a general framework for the CSMI to make it classifier-independent. We perform experiments on sixteen benchmark data sets using four classifiers and found that the CSMI outperforms five traditional, two state-of-the-art ITFS (multi-class classification), and one multi-label classification methods." @default.
• W4285199899 created "2022-07-14" @default.
• W4285199899 creator A5015269759 @default.
• W4285199899 creator A5041192265 @default.
• W4285199899 date "2022-12-01" @default.
• W4285199899 modified "2023-10-12" @default.
• W4285199899 title "A General Framework for Class Label Specific Mutual Information Feature Selection Method" @default.
• W4285199899 cites W1500895378 @default.
• W4285199899 cites W1520790182 @default.
• W4285199899 cites W1521262139 @default.
• W4285199899 cites W1580817707 @default.
• W4285199899 cites W1808644423 @default.
• W4285199899 cites W1941659294 @default.
• W4285199899 cites W1967622058 @default.
• W4285199899 cites W1975460616 @default.
• W4285199899 cites W2013396429 @default.
• W4285199899 cites W2027902860 @default.
• W4285199899 cites W2072654429 @default.
• W4285199899 cites W2073190199 @default.
• W4285199899 cites W2078093994 @default.
• W4285199899 cites W2090630554 @default.
• W4285199899 cites W2113890143 @default.
• W4285199899 cites W2114315281 @default.
• W4285199899 cites W2119168155 @default.
• W4285199899 cites W2119387367 @default.
• W4285199899 cites W2132791018 @default.
• W4285199899 cites W2142594886 @default.
• W4285199899 cites W2143043751 @default.
• W4285199899 cites W2148143831 @default.
• W4285199899 cites W2149772057 @default.
• W4285199899 cites W2150616977 @default.
• W4285199899 cites W2154053567 @default.
• W4285199899 cites W2161069508 @default.
• W4285199899 cites W2162833766 @default.
• W4285199899 cites W2165580920 @default.
• W4285199899 cites W2170228351 @default.
• W4285199899 cites W2177148767 @default.
• W4285199899 cites W2186678232 @default.
• W4285199899 cites W2337819340 @default.
• W4285199899 cites W2462037541 @default.
• W4285199899 cites W2513974508 @default.
• W4285199899 cites W2519969774 @default.
• W4285199899 cites W2550999023 @default.
• W4285199899 cites W2570565373 @default.
• W4285199899 cites W2591578345 @default.
• W4285199899 cites W2598259734 @default.
• W4285199899 cites W2613933396 @default.
• W4285199899 cites W2767768852 @default.
• W4285199899 cites W2790953952 @default.
• W4285199899 cites W2810226251 @default.
• W4285199899 cites W2969932435 @default.
• W4285199899 cites W2978725006 @default.
• W4285199899 cites W3018761215 @default.
• W4285199899 cites W3025363454 @default.
• W4285199899 cites W3038428716 @default.
• W4285199899 cites W3044178239 @default.
• W4285199899 cites W3144510026 @default.
• W4285199899 cites W3163229223 @default.
• W4285199899 cites W3166714137 @default.
• W4285199899 cites W323404752 @default.
• W4285199899 cites W4206307172 @default.
• W4285199899 cites W4289236186 @default.
• W4285199899 doi "https://doi.org/10.1109/tit.2022.3188708" @default.
• W4285199899 hasPublicationYear "2022" @default.
• W4285199899 type Work @default.
• W4285199899 citedByCount "1" @default.
• W4285199899 crossrefType "journal-article" @default.
• W4285199899 hasAuthorship W4285199899A5015269759 @default.
• W4285199899 hasAuthorship W4285199899A5041192265 @default.
• W4285199899 hasConcept C111919701 @default.
• W4285199899 hasConcept C119857082 @default.
• W4285199899 hasConcept C124101348 @default.
• W4285199899 hasConcept C13280743 @default.
• W4285199899 hasConcept C138885662 @default.
• W4285199899 hasConcept C148483581 @default.
• W4285199899 hasConcept C152124472 @default.
• W4285199899 hasConcept C152139883 @default.
• W4285199899 hasConcept C153180895 @default.
• W4285199899 hasConcept C154945302 @default.
• W4285199899 hasConcept C185798385 @default.
• W4285199899 hasConcept C205649164 @default.
• W4285199899 hasConcept C2776401178 @default.
• W4285199899 hasConcept C2776482837 @default.
• W4285199899 hasConcept C2777212361 @default.
• W4285199899 hasConcept C33923547 @default.
• W4285199899 hasConcept C41008148 @default.
• W4285199899 hasConcept C41895202 @default.
• W4285199899 hasConcept C83665646 @default.
• W4285199899 hasConcept C95623464 @default.
• W4285199899 hasConceptScore W4285199899C111919701 @default.
• W4285199899 hasConceptScore W4285199899C119857082 @default.
• W4285199899 hasConceptScore W4285199899C124101348 @default.
• W4285199899 hasConceptScore W4285199899C13280743 @default.
• W4285199899 hasConceptScore W4285199899C138885662 @default.
• W4285199899 hasConceptScore W4285199899C148483581 @default.
• W4285199899 hasConceptScore W4285199899C152124472 @default.
• W4285199899 hasConceptScore W4285199899C152139883 @default.
• W4285199899 hasConceptScore W4285199899C153180895 @default.

• next