Matches in SemOpenAlex for { <https://semopenalex.org/work/W4297667041> ?p ?o ?g. }
Showing items 1 to 59 of
59
with 100 items per page.
- W4297667041 abstract "Feature attribution XAI algorithms enable their users to gain insight into the underlying patterns of large datasets through their feature importance calculation. Existing feature attribution algorithms treat all features in a dataset homogeneously, which may lead to misinterpretation of consequences of changing feature values. In this work, we consider partitioning features into controllable and uncontrollable parts and propose the Controllable fActor Feature Attribution (CAFA) approach to compute the relative importance of controllable features. We carried out experiments applying CAFA to two existing datasets and our own COVID-19 non-pharmaceutical control measures dataset. Experimental results show that with CAFA, we are able to exclude influences from uncontrollable features in our explanation while keeping the full dataset for prediction." @default.
- W4297667041 created "2022-09-30" @default.
- W4297667041 creator A5055121943 @default.
- W4297667041 creator A5055365035 @default.
- W4297667041 creator A5055640195 @default.
- W4297667041 creator A5075798640 @default.
- W4297667041 creator A5079694527 @default.
- W4297667041 date "2022-03-23" @default.
- W4297667041 modified "2023-09-27" @default.
- W4297667041 title "On Understanding the Influence of Controllable Factors with a Feature Attribution Algorithm: a Medical Case Study" @default.
- W4297667041 doi "https://doi.org/10.48550/arxiv.2203.12701" @default.
- W4297667041 hasPublicationYear "2022" @default.
- W4297667041 type Work @default.
- W4297667041 citedByCount "0" @default.
- W4297667041 crossrefType "posted-content" @default.
- W4297667041 hasAuthorship W4297667041A5055121943 @default.
- W4297667041 hasAuthorship W4297667041A5055365035 @default.
- W4297667041 hasAuthorship W4297667041A5055640195 @default.
- W4297667041 hasAuthorship W4297667041A5075798640 @default.
- W4297667041 hasAuthorship W4297667041A5079694527 @default.
- W4297667041 hasBestOaLocation W42976670411 @default.
- W4297667041 hasConcept C11413529 @default.
- W4297667041 hasConcept C124101348 @default.
- W4297667041 hasConcept C138885662 @default.
- W4297667041 hasConcept C143299363 @default.
- W4297667041 hasConcept C153180895 @default.
- W4297667041 hasConcept C154945302 @default.
- W4297667041 hasConcept C15744967 @default.
- W4297667041 hasConcept C2776401178 @default.
- W4297667041 hasConcept C41008148 @default.
- W4297667041 hasConcept C41895202 @default.
- W4297667041 hasConcept C77805123 @default.
- W4297667041 hasConceptScore W4297667041C11413529 @default.
- W4297667041 hasConceptScore W4297667041C124101348 @default.
- W4297667041 hasConceptScore W4297667041C138885662 @default.
- W4297667041 hasConceptScore W4297667041C143299363 @default.
- W4297667041 hasConceptScore W4297667041C153180895 @default.
- W4297667041 hasConceptScore W4297667041C154945302 @default.
- W4297667041 hasConceptScore W4297667041C15744967 @default.
- W4297667041 hasConceptScore W4297667041C2776401178 @default.
- W4297667041 hasConceptScore W4297667041C41008148 @default.
- W4297667041 hasConceptScore W4297667041C41895202 @default.
- W4297667041 hasConceptScore W4297667041C77805123 @default.
- W4297667041 hasLocation W42976670411 @default.
- W4297667041 hasOpenAccess W4297667041 @default.
- W4297667041 hasPrimaryLocation W42976670411 @default.
- W4297667041 hasRelatedWork W2015538044 @default.
- W4297667041 hasRelatedWork W2016461833 @default.
- W4297667041 hasRelatedWork W2052253960 @default.
- W4297667041 hasRelatedWork W2147802381 @default.
- W4297667041 hasRelatedWork W2382607599 @default.
- W4297667041 hasRelatedWork W2489255581 @default.
- W4297667041 hasRelatedWork W2760085659 @default.
- W4297667041 hasRelatedWork W2787306535 @default.
- W4297667041 hasRelatedWork W3197541072 @default.
- W4297667041 hasRelatedWork W2480412556 @default.
- W4297667041 isParatext "false" @default.
- W4297667041 isRetracted "false" @default.
- W4297667041 workType "article" @default.