FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3190403603> ?p ?o ?g. }

• W3190403603 endingPage "524" @default.
• W3190403603 startingPage "514" @default.
• W3190403603 abstract "The success of Artificial Intelligence at solving real-world problems poses the need for interpretable models, especially in human-centered applications. The multi-class scenario is often present in these environments; however, the majority of research on interpretability has focused on binary classification. In this work, a novel method based on hierarchical decompositions to obtain interpretable multi-class models is introduced. The proposal, named Threshold Control for Nested Dichotomies (TC-ND) method, creates a binary-based hierarchical class structure. Then, it discards meta-classes at each dichotomy of the structure according to a certain level of confidence, pursuing a modular and more comprehensible decomposition of the multi-class problem. The approach presents internal parameters that are optimized using the Differential Evolution algorithm. The goodness of our proposal is assessed using a twofold approach: performance is evaluated by comparing against other state-of-the-art multi-class methods; interpretability is supported by practical examples with counterfactual explanations and a discussion of the advantages that the TC-ND method presents regarding its transparency and auditability." @default.
• W3190403603 created "2021-08-16" @default.
• W3190403603 creator A5026926139 @default.
• W3190403603 creator A5045016749 @default.
• W3190403603 creator A5051248959 @default.
• W3190403603 creator A5090921348 @default.
• W3190403603 date "2021-11-01" @default.
• W3190403603 modified "2023-09-29" @default.
• W3190403603 title "Learning interpretable multi-class models by means of hierarchical decomposition: Threshold Control for Nested Dichotomies" @default.
• W3190403603 cites W1973817400 @default.
• W3190403603 cites W1981976602 @default.
• W3190403603 cites W1994445591 @default.
• W3190403603 cites W2127130980 @default.
• W3190403603 cites W2146194630 @default.
• W3190403603 cites W2165466912 @default.
• W3190403603 cites W2172000360 @default.
• W3190403603 cites W2270939945 @default.
• W3190403603 cites W2408157549 @default.
• W3190403603 cites W2493343568 @default.
• W3190403603 cites W2515758957 @default.
• W3190403603 cites W2529366811 @default.
• W3190403603 cites W2592549567 @default.
• W3190403603 cites W2753683282 @default.
• W3190403603 cites W2788403449 @default.
• W3190403603 cites W2809939257 @default.
• W3190403603 cites W2917837129 @default.
• W3190403603 cites W2933446623 @default.
• W3190403603 cites W2945976633 @default.
• W3190403603 cites W2962809534 @default.
• W3190403603 cites W2963125461 @default.
• W3190403603 cites W2964303497 @default.
• W3190403603 cites W2981731882 @default.
• W3190403603 cites W2999693235 @default.
• W3190403603 cites W3006876301 @default.
• W3190403603 cites W3008003211 @default.
• W3190403603 cites W3014082649 @default.
• W3190403603 cites W3040626233 @default.
• W3190403603 cites W3115668312 @default.
• W3190403603 doi "https://doi.org/10.1016/j.neucom.2021.07.097" @default.
• W3190403603 hasPublicationYear "2021" @default.
• W3190403603 type Work @default.
• W3190403603 sameAs 3190403603 @default.
• W3190403603 citedByCount "0" @default.
• W3190403603 crossrefType "journal-article" @default.
• W3190403603 hasAuthorship W3190403603A5026926139 @default.
• W3190403603 hasAuthorship W3190403603A5045016749 @default.
• W3190403603 hasAuthorship W3190403603A5051248959 @default.
• W3190403603 hasAuthorship W3190403603A5090921348 @default.
• W3190403603 hasConcept C101468663 @default.
• W3190403603 hasConcept C105795698 @default.
• W3190403603 hasConcept C108650721 @default.
• W3190403603 hasConcept C111472728 @default.
• W3190403603 hasConcept C111919701 @default.
• W3190403603 hasConcept C119857082 @default.
• W3190403603 hasConcept C124681953 @default.
• W3190403603 hasConcept C138885662 @default.
• W3190403603 hasConcept C154945302 @default.
• W3190403603 hasConcept C18903297 @default.
• W3190403603 hasConcept C2777212361 @default.
• W3190403603 hasConcept C2781067378 @default.
• W3190403603 hasConcept C33923547 @default.
• W3190403603 hasConcept C41008148 @default.
• W3190403603 hasConcept C48372109 @default.
• W3190403603 hasConcept C59462968 @default.
• W3190403603 hasConcept C86803240 @default.
• W3190403603 hasConcept C94375191 @default.
• W3190403603 hasConceptScore W3190403603C101468663 @default.
• W3190403603 hasConceptScore W3190403603C105795698 @default.
• W3190403603 hasConceptScore W3190403603C108650721 @default.
• W3190403603 hasConceptScore W3190403603C111472728 @default.
• W3190403603 hasConceptScore W3190403603C111919701 @default.
• W3190403603 hasConceptScore W3190403603C119857082 @default.
• W3190403603 hasConceptScore W3190403603C124681953 @default.
• W3190403603 hasConceptScore W3190403603C138885662 @default.
• W3190403603 hasConceptScore W3190403603C154945302 @default.
• W3190403603 hasConceptScore W3190403603C18903297 @default.
• W3190403603 hasConceptScore W3190403603C2777212361 @default.
• W3190403603 hasConceptScore W3190403603C2781067378 @default.
• W3190403603 hasConceptScore W3190403603C33923547 @default.
• W3190403603 hasConceptScore W3190403603C41008148 @default.
• W3190403603 hasConceptScore W3190403603C48372109 @default.
• W3190403603 hasConceptScore W3190403603C59462968 @default.
• W3190403603 hasConceptScore W3190403603C86803240 @default.
• W3190403603 hasConceptScore W3190403603C94375191 @default.
• W3190403603 hasFunder F4320315062 @default.
• W3190403603 hasFunder F4320322930 @default.
• W3190403603 hasFunder F4320323834 @default.
• W3190403603 hasFunder F4320326754 @default.
• W3190403603 hasFunder F4320335322 @default.
• W3190403603 hasLocation W31904036031 @default.
• W3190403603 hasOpenAccess W3190403603 @default.
• W3190403603 hasPrimaryLocation W31904036031 @default.
• W3190403603 hasRelatedWork W2936967648 @default.
• W3190403603 hasRelatedWork W2963420481 @default.
• W3190403603 hasRelatedWork W3006943036 @default.
• W3190403603 hasRelatedWork W3012234327 @default.
• W3190403603 hasRelatedWork W3023124993 @default.
• W3190403603 hasRelatedWork W3119715496 @default.

• next