Matches in SemOpenAlex for { <https://semopenalex.org/work/W4323921764> ?p ?o ?g. }
Showing items 1 to 69 of
69
with 100 items per page.
- W4323921764 abstract "Algorithmic case-based decision support provides examples to help human make sense of predicted labels and aid human in decision-making tasks. Despite the promising performance of supervised learning, representations learned by supervised models may not align well with human intuitions: what models consider as similar examples can be perceived as distinct by humans. As a result, they have limited effectiveness in case-based decision support. In this work, we incorporate ideas from metric learning with supervised learning to examine the importance of alignment for effective decision support. In addition to instance-level labels, we use human-provided triplet judgments to learn human-compatible decision-focused representations. Using both synthetic data and human subject experiments in multiple classification tasks, we demonstrate that such representation is better aligned with human perception than representation solely optimized for classification. Human-compatible representations identify nearest neighbors that are perceived as more similar by humans and allow humans to make more accurate predictions, leading to substantial improvements in human decision accuracies (17.8% in butterfly vs. moth classification and 13.2% in pneumonia classification)." @default.
- W4323921764 created "2023-03-12" @default.
- W4323921764 creator A5019708503 @default.
- W4323921764 creator A5036090243 @default.
- W4323921764 creator A5044318885 @default.
- W4323921764 creator A5061140388 @default.
- W4323921764 creator A5079270249 @default.
- W4323921764 creator A5086163138 @default.
- W4323921764 date "2023-03-06" @default.
- W4323921764 modified "2023-09-26" @default.
- W4323921764 title "Learning Human-Compatible Representations for Case-Based Decision Support" @default.
- W4323921764 doi "https://doi.org/10.48550/arxiv.2303.04809" @default.
- W4323921764 hasPublicationYear "2023" @default.
- W4323921764 type Work @default.
- W4323921764 citedByCount "0" @default.
- W4323921764 crossrefType "posted-content" @default.
- W4323921764 hasAuthorship W4323921764A5019708503 @default.
- W4323921764 hasAuthorship W4323921764A5036090243 @default.
- W4323921764 hasAuthorship W4323921764A5044318885 @default.
- W4323921764 hasAuthorship W4323921764A5061140388 @default.
- W4323921764 hasAuthorship W4323921764A5079270249 @default.
- W4323921764 hasAuthorship W4323921764A5086163138 @default.
- W4323921764 hasBestOaLocation W43239217641 @default.
- W4323921764 hasConcept C107327155 @default.
- W4323921764 hasConcept C119857082 @default.
- W4323921764 hasConcept C127413603 @default.
- W4323921764 hasConcept C154945302 @default.
- W4323921764 hasConcept C15744967 @default.
- W4323921764 hasConcept C169760540 @default.
- W4323921764 hasConcept C176217482 @default.
- W4323921764 hasConcept C17744445 @default.
- W4323921764 hasConcept C199539241 @default.
- W4323921764 hasConcept C21547014 @default.
- W4323921764 hasConcept C26760741 @default.
- W4323921764 hasConcept C2776359362 @default.
- W4323921764 hasConcept C41008148 @default.
- W4323921764 hasConcept C59404180 @default.
- W4323921764 hasConcept C94625758 @default.
- W4323921764 hasConceptScore W4323921764C107327155 @default.
- W4323921764 hasConceptScore W4323921764C119857082 @default.
- W4323921764 hasConceptScore W4323921764C127413603 @default.
- W4323921764 hasConceptScore W4323921764C154945302 @default.
- W4323921764 hasConceptScore W4323921764C15744967 @default.
- W4323921764 hasConceptScore W4323921764C169760540 @default.
- W4323921764 hasConceptScore W4323921764C176217482 @default.
- W4323921764 hasConceptScore W4323921764C17744445 @default.
- W4323921764 hasConceptScore W4323921764C199539241 @default.
- W4323921764 hasConceptScore W4323921764C21547014 @default.
- W4323921764 hasConceptScore W4323921764C26760741 @default.
- W4323921764 hasConceptScore W4323921764C2776359362 @default.
- W4323921764 hasConceptScore W4323921764C41008148 @default.
- W4323921764 hasConceptScore W4323921764C59404180 @default.
- W4323921764 hasConceptScore W4323921764C94625758 @default.
- W4323921764 hasLocation W43239217641 @default.
- W4323921764 hasOpenAccess W4323921764 @default.
- W4323921764 hasPrimaryLocation W43239217641 @default.
- W4323921764 hasRelatedWork W2607364941 @default.
- W4323921764 hasRelatedWork W2908875379 @default.
- W4323921764 hasRelatedWork W2963766818 @default.
- W4323921764 hasRelatedWork W3001496086 @default.
- W4323921764 hasRelatedWork W3087493185 @default.
- W4323921764 hasRelatedWork W4206762304 @default.
- W4323921764 hasRelatedWork W4221136938 @default.
- W4323921764 hasRelatedWork W4285606578 @default.
- W4323921764 hasRelatedWork W4287901973 @default.
- W4323921764 hasRelatedWork W4320165504 @default.
- W4323921764 isParatext "false" @default.
- W4323921764 isRetracted "false" @default.
- W4323921764 workType "article" @default.