Matches in SemOpenAlex for { <https://semopenalex.org/work/W4306406957> ?p ?o ?g. }
Showing items 1 to 68 of
68
with 100 items per page.
- W4306406957 abstract "One direct application of explainable AI feature attribution methods is to be used for detecting unwanted biases. To do so, domain experts typically have to review explained inputs, checking for the presence of unwanted biases learnt by the model. However, the huge amount of samples the domain experts must review makes this task more challenging as the size of the dataset grows. In an ideal case, domain experts should be provided only with a small number of selected samples containing potential biases. The recently published Focus score seems a promising tool for the selection of samples containing potential unwanted biases. In this work, we conduct a first study in this direction, analyzing the behavior of the Focus score when applied to a biased model. First, we verified that Focus is indeed sensitive to an induced bias. This is assessed by forcing a spurious correlation, training a model using only cats-indoor and dogs-outdoor. We empirically prove that the model learnt to distinguish the contexts (outdoor vs indoor) instead of cat vs dog classes, so ensuring that the model learnt an unwanted bias. Afterwards, we apply the Focus on this biased model showing how the Focus score decreases when the input contains the aforementioned bias. This analysis sheds light on the Focus behavior when applied to a biased model, highlighting its strengths for its use for bias detection." @default.
- W4306406957 created "2022-10-17" @default.
- W4306406957 creator A5010831226 @default.
- W4306406957 creator A5019656391 @default.
- W4306406957 creator A5075205682 @default.
- W4306406957 creator A5081818290 @default.
- W4306406957 date "2022-10-17" @default.
- W4306406957 modified "2023-10-18" @default.
- W4306406957 title "Focus and Bias: Will It Blend?" @default.
- W4306406957 doi "https://doi.org/10.3233/faia220355" @default.
- W4306406957 hasPublicationYear "2022" @default.
- W4306406957 type Work @default.
- W4306406957 citedByCount "0" @default.
- W4306406957 crossrefType "book-chapter" @default.
- W4306406957 hasAuthorship W4306406957A5010831226 @default.
- W4306406957 hasAuthorship W4306406957A5019656391 @default.
- W4306406957 hasAuthorship W4306406957A5075205682 @default.
- W4306406957 hasAuthorship W4306406957A5081818290 @default.
- W4306406957 hasBestOaLocation W43064069571 @default.
- W4306406957 hasConcept C105795698 @default.
- W4306406957 hasConcept C119857082 @default.
- W4306406957 hasConcept C120665830 @default.
- W4306406957 hasConcept C121332964 @default.
- W4306406957 hasConcept C127413603 @default.
- W4306406957 hasConcept C134306372 @default.
- W4306406957 hasConcept C154945302 @default.
- W4306406957 hasConcept C192209626 @default.
- W4306406957 hasConcept C197115733 @default.
- W4306406957 hasConcept C201995342 @default.
- W4306406957 hasConcept C2780451532 @default.
- W4306406957 hasConcept C33923547 @default.
- W4306406957 hasConcept C36503486 @default.
- W4306406957 hasConcept C40423286 @default.
- W4306406957 hasConcept C41008148 @default.
- W4306406957 hasConcept C97256817 @default.
- W4306406957 hasConceptScore W4306406957C105795698 @default.
- W4306406957 hasConceptScore W4306406957C119857082 @default.
- W4306406957 hasConceptScore W4306406957C120665830 @default.
- W4306406957 hasConceptScore W4306406957C121332964 @default.
- W4306406957 hasConceptScore W4306406957C127413603 @default.
- W4306406957 hasConceptScore W4306406957C134306372 @default.
- W4306406957 hasConceptScore W4306406957C154945302 @default.
- W4306406957 hasConceptScore W4306406957C192209626 @default.
- W4306406957 hasConceptScore W4306406957C197115733 @default.
- W4306406957 hasConceptScore W4306406957C201995342 @default.
- W4306406957 hasConceptScore W4306406957C2780451532 @default.
- W4306406957 hasConceptScore W4306406957C33923547 @default.
- W4306406957 hasConceptScore W4306406957C36503486 @default.
- W4306406957 hasConceptScore W4306406957C40423286 @default.
- W4306406957 hasConceptScore W4306406957C41008148 @default.
- W4306406957 hasConceptScore W4306406957C97256817 @default.
- W4306406957 hasLocation W43064069571 @default.
- W4306406957 hasLocation W43064069572 @default.
- W4306406957 hasOpenAccess W4306406957 @default.
- W4306406957 hasPrimaryLocation W43064069571 @default.
- W4306406957 hasRelatedWork W2072855401 @default.
- W4306406957 hasRelatedWork W2081647779 @default.
- W4306406957 hasRelatedWork W2961085424 @default.
- W4306406957 hasRelatedWork W3046775127 @default.
- W4306406957 hasRelatedWork W4285260836 @default.
- W4306406957 hasRelatedWork W4286629047 @default.
- W4306406957 hasRelatedWork W4306321456 @default.
- W4306406957 hasRelatedWork W4306406957 @default.
- W4306406957 hasRelatedWork W4306674287 @default.
- W4306406957 hasRelatedWork W4224009465 @default.
- W4306406957 isParatext "false" @default.
- W4306406957 isRetracted "false" @default.
- W4306406957 workType "book-chapter" @default.