Matches in SemOpenAlex for { <https://semopenalex.org/work/W4387415247> ?p ?o ?g. }
Showing items 1 to 76 of
76
with 100 items per page.
- W4387415247 endingPage "15" @default.
- W4387415247 startingPage "1" @default.
- W4387415247 abstract "While the recently-developed first-order Takagi-Sugeno-Kang (TSK) fuzzy regressor FIMG-TSK shares its full interpretability, this study leverages the concisely expressed output variance of FIMG-TSK to explore its high feasibility in being a wide ensemble component. In this way, the regression performance can be enhanced and simultaneously FIMG-TSK's over-dependence on the rule weights can be alleviated to a certain extent. To this end, a wide ensemble of all base regressors (i.e., FIMG-TSKs) called EFIMG-TSKs is proposed. In the ensemble-strategic aspect, EFIMG-TSKs has its internally & generatively decorrelated ensemble strategy with a quintuply diversity guarantee for its strong generalization capability. In the learning aspect, the learning objective of EFIMG-TSKs reflects the internally & generatively decorrelated ensemble learning of all base FIMG-TSKs and accordingly is optimized globally with an analytical solution to the weights of all fuzzy rules in each base FIMG-TSK. Experimental results on sixteen benchmarking datasets demonstrate the effectiveness of EFIMG-TSKs in terms of regression performance, training time and interpretability." @default.
- W4387415247 created "2023-10-07" @default.
- W4387415247 creator A5004966447 @default.
- W4387415247 creator A5072398791 @default.
- W4387415247 creator A5076922237 @default.
- W4387415247 creator A5078118664 @default.
- W4387415247 date "2023-01-01" @default.
- W4387415247 modified "2023-10-16" @default.
- W4387415247 title "Internally & Generatively Decorrelated Ensemble of First-Order Takagi-Sugeno-Kang Fuzzy Regressors With Quintuply Diversity Guarantee" @default.
- W4387415247 doi "https://doi.org/10.1109/tfuzz.2023.3322415" @default.
- W4387415247 hasPublicationYear "2023" @default.
- W4387415247 type Work @default.
- W4387415247 citedByCount "0" @default.
- W4387415247 crossrefType "journal-article" @default.
- W4387415247 hasAuthorship W4387415247A5004966447 @default.
- W4387415247 hasAuthorship W4387415247A5072398791 @default.
- W4387415247 hasAuthorship W4387415247A5076922237 @default.
- W4387415247 hasAuthorship W4387415247A5078118664 @default.
- W4387415247 hasConcept C119857082 @default.
- W4387415247 hasConcept C119898033 @default.
- W4387415247 hasConcept C121955636 @default.
- W4387415247 hasConcept C124101348 @default.
- W4387415247 hasConcept C134306372 @default.
- W4387415247 hasConcept C144133560 @default.
- W4387415247 hasConcept C154945302 @default.
- W4387415247 hasConcept C162853370 @default.
- W4387415247 hasConcept C177148314 @default.
- W4387415247 hasConcept C196083921 @default.
- W4387415247 hasConcept C2780049643 @default.
- W4387415247 hasConcept C2781067378 @default.
- W4387415247 hasConcept C33923547 @default.
- W4387415247 hasConcept C41008148 @default.
- W4387415247 hasConcept C42011625 @default.
- W4387415247 hasConcept C42058472 @default.
- W4387415247 hasConcept C45942800 @default.
- W4387415247 hasConcept C58166 @default.
- W4387415247 hasConcept C86251818 @default.
- W4387415247 hasConceptScore W4387415247C119857082 @default.
- W4387415247 hasConceptScore W4387415247C119898033 @default.
- W4387415247 hasConceptScore W4387415247C121955636 @default.
- W4387415247 hasConceptScore W4387415247C124101348 @default.
- W4387415247 hasConceptScore W4387415247C134306372 @default.
- W4387415247 hasConceptScore W4387415247C144133560 @default.
- W4387415247 hasConceptScore W4387415247C154945302 @default.
- W4387415247 hasConceptScore W4387415247C162853370 @default.
- W4387415247 hasConceptScore W4387415247C177148314 @default.
- W4387415247 hasConceptScore W4387415247C196083921 @default.
- W4387415247 hasConceptScore W4387415247C2780049643 @default.
- W4387415247 hasConceptScore W4387415247C2781067378 @default.
- W4387415247 hasConceptScore W4387415247C33923547 @default.
- W4387415247 hasConceptScore W4387415247C41008148 @default.
- W4387415247 hasConceptScore W4387415247C42011625 @default.
- W4387415247 hasConceptScore W4387415247C42058472 @default.
- W4387415247 hasConceptScore W4387415247C45942800 @default.
- W4387415247 hasConceptScore W4387415247C58166 @default.
- W4387415247 hasConceptScore W4387415247C86251818 @default.
- W4387415247 hasFunder F4320321001 @default.
- W4387415247 hasFunder F4320322769 @default.
- W4387415247 hasLocation W43874152471 @default.
- W4387415247 hasOpenAccess W4387415247 @default.
- W4387415247 hasPrimaryLocation W43874152471 @default.
- W4387415247 hasRelatedWork W1807784185 @default.
- W4387415247 hasRelatedWork W1909207154 @default.
- W4387415247 hasRelatedWork W2794896638 @default.
- W4387415247 hasRelatedWork W3101614107 @default.
- W4387415247 hasRelatedWork W3124390867 @default.
- W4387415247 hasRelatedWork W3149839747 @default.
- W4387415247 hasRelatedWork W3202800081 @default.
- W4387415247 hasRelatedWork W3204228978 @default.
- W4387415247 hasRelatedWork W4379466760 @default.
- W4387415247 hasRelatedWork W45170056 @default.
- W4387415247 isParatext "false" @default.
- W4387415247 isRetracted "false" @default.
- W4387415247 workType "article" @default.