FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3193266573> ?p ?o ?g. }

• W3193266573 abstract "Counterfactual explanations provide means for prescriptive model explanations by suggesting actionable feature changes (e.g., increase income) that allow individuals to achieve favorable outcomes in the future (e.g., insurance approval). Choosing an appropriate method is a crucial aspect for meaningful counterfactual explanations. As documented in recent reviews, there exists a quickly growing literature with available methods. Yet, in the absence of widely available opensource implementations, the decision in favor of certain models is primarily based on what is readily available. Going forward - to guarantee meaningful comparisons across explanation methods - we present CARLA (Counterfactual And Recourse LibrAry), a python library for benchmarking counterfactual explanation methods across both different data sets and different machine learning models. In summary, our work provides the following contributions: (i) an extensive benchmark of 11 popular counterfactual explanation methods, (ii) a benchmarking framework for research on future counterfactual explanation methods, and (iii) a standardized set of integrated evaluation measures and data sets for transparent and extensive comparisons of these methods. We have open-sourced CARLA and our experimental results on Github, making them available as competitive baselines. We welcome contributions from other research groups and practitioners." @default.
• W3193266573 created "2021-08-16" @default.
• W3193266573 creator A5024314231 @default.
• W3193266573 creator A5024434748 @default.
• W3193266573 creator A5040465124 @default.
• W3193266573 creator A5044448837 @default.
• W3193266573 creator A5050370804 @default.
• W3193266573 date "2021-08-02" @default.
• W3193266573 modified "2023-09-27" @default.
• W3193266573 title "CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms" @default.
• W3193266573 cites W1959608418 @default.
• W3193266573 cites W2149033360 @default.
• W3193266573 cites W2282821441 @default.
• W3193266573 cites W2396297565 @default.
• W3193266573 cites W2533585993 @default.
• W3193266573 cites W2581465409 @default.
• W3193266573 cites W2765793020 @default.
• W3193266573 cites W2777473055 @default.
• W3193266573 cites W2788403449 @default.
• W3193266573 cites W2809671526 @default.
• W3193266573 cites W2898694742 @default.
• W3193266573 cites W2909392392 @default.
• W3193266573 cites W2942444880 @default.
• W3193266573 cites W2953384591 @default.
• W3193266573 cites W2953945697 @default.
• W3193266573 cites W2959325723 @default.
• W3193266573 cites W2962772482 @default.
• W3193266573 cites W2962862931 @default.
• W3193266573 cites W2962966435 @default.
• W3193266573 cites W2963276306 @default.
• W3193266573 cites W2963292722 @default.
• W3193266573 cites W2963463132 @default.
• W3193266573 cites W2964449086 @default.
• W3193266573 cites W2965211237 @default.
• W3193266573 cites W2970971581 @default.
• W3193266573 cites W2972212281 @default.
• W3193266573 cites W3034697737 @default.
• W3193266573 cites W3035623224 @default.
• W3193266573 cites W3037724138 @default.
• W3193266573 cites W3085543735 @default.
• W3193266573 cites W3091088777 @default.
• W3193266573 cites W3092625790 @default.
• W3193266573 cites W3094613840 @default.
• W3193266573 cites W3098155791 @default.
• W3193266573 cites W3099331386 @default.
• W3193266573 cites W3102161834 @default.
• W3193266573 cites W3103232790 @default.
• W3193266573 cites W3103485201 @default.
• W3193266573 cites W3103602184 @default.
• W3193266573 cites W3103683805 @default.
• W3193266573 cites W3121588992 @default.
• W3193266573 cites W3122175177 @default.
• W3193266573 cites W3125997628 @default.
• W3193266573 cites W3132800470 @default.
• W3193266573 cites W3135487809 @default.
• W3193266573 cites W3157734971 @default.
• W3193266573 cites W3174708333 @default.
• W3193266573 cites W3194647374 @default.
• W3193266573 hasPublicationYear "2021" @default.
• W3193266573 type Work @default.
• W3193266573 sameAs 3193266573 @default.
• W3193266573 citedByCount "3" @default.
• W3193266573 countsByYear W31932665732021 @default.
• W3193266573 countsByYear W31932665732022 @default.
• W3193266573 crossrefType "posted-content" @default.
• W3193266573 hasAuthorship W3193266573A5024314231 @default.
• W3193266573 hasAuthorship W3193266573A5024434748 @default.
• W3193266573 hasAuthorship W3193266573A5040465124 @default.
• W3193266573 hasAuthorship W3193266573A5044448837 @default.
• W3193266573 hasAuthorship W3193266573A5050370804 @default.
• W3193266573 hasConcept C108650721 @default.
• W3193266573 hasConcept C115903868 @default.
• W3193266573 hasConcept C119857082 @default.
• W3193266573 hasConcept C13280743 @default.
• W3193266573 hasConcept C144133560 @default.
• W3193266573 hasConcept C149782125 @default.
• W3193266573 hasConcept C154945302 @default.
• W3193266573 hasConcept C15744967 @default.
• W3193266573 hasConcept C162324750 @default.
• W3193266573 hasConcept C162853370 @default.
• W3193266573 hasConcept C185798385 @default.
• W3193266573 hasConcept C199360897 @default.
• W3193266573 hasConcept C205649164 @default.
• W3193266573 hasConcept C2522767166 @default.
• W3193266573 hasConcept C26713055 @default.
• W3193266573 hasConcept C41008148 @default.
• W3193266573 hasConcept C519991488 @default.
• W3193266573 hasConcept C77805123 @default.
• W3193266573 hasConcept C86251818 @default.
• W3193266573 hasConceptScore W3193266573C108650721 @default.
• W3193266573 hasConceptScore W3193266573C115903868 @default.
• W3193266573 hasConceptScore W3193266573C119857082 @default.
• W3193266573 hasConceptScore W3193266573C13280743 @default.
• W3193266573 hasConceptScore W3193266573C144133560 @default.
• W3193266573 hasConceptScore W3193266573C149782125 @default.
• W3193266573 hasConceptScore W3193266573C154945302 @default.
• W3193266573 hasConceptScore W3193266573C15744967 @default.
• W3193266573 hasConceptScore W3193266573C162324750 @default.
• W3193266573 hasConceptScore W3193266573C162853370 @default.
• W3193266573 hasConceptScore W3193266573C185798385 @default.

• next