Matches in SemOpenAlex for { <https://semopenalex.org/work/W4207069104> ?p ?o ?g. }
Showing items 1 to 49 of
49
with 100 items per page.
- W4207069104 abstract "An important subdomain in research on Human-Artificial Intelligence interaction is Explainable AI (XAI). XAI aims to improve human understanding and trust in machine intelligence and automation by providing users with visualizations and other information explaining the AI’s decisions, actions, or plans and thereby to establish justified trust and reliance. XAI systems have primarily used algorithmic approaches designed to generate explanations automatically that help understanding underlying information about decisions and establish justified trust and reliance, but an alternate that may augment these systems is to take advantage of the fact that user understanding of AI systems often develops through self-explanation (Mueller et al., 2021). Users attempt to piece together different sources of information and develop a clearer understanding, but these self-explanations are often lost if not shared with others. This thesis research demonstrated how this ‘Self-Explanation’ could be shared collaboratively via a system that is called collaborative XAI (CXAI). It is akin to a Social Q&A platform (Oh, 2018) such as StackExchange. A web-based system was built and evaluated formatively and via user studies. Formative evaluation will show how explanations in an XAI system, especially collaborative explanations, can be assessed based on ‘goodness criteria’ (Mueller et al., 2019). This thesis also investigated how the users performed with the explanations from this type of XAI system. Lastly, the research investigated whether the users of CXAI system are satisfied with the human-generated explanations generated in the system and check if the users can trust this type of explanation." @default.
- W4207069104 created "2022-01-26" @default.
- W4207069104 creator A5036451325 @default.
- W4207069104 date "2022-01-24" @default.
- W4207069104 modified "2023-10-17" @default.
- W4207069104 title "INVESTIGATING THE IMPACT OF ONLINE HUMAN COLLABORATION IN EXPLANATION OF AI SYSTEMS" @default.
- W4207069104 doi "https://doi.org/10.37099/mtu.dc.etdr/1331" @default.
- W4207069104 hasPublicationYear "2022" @default.
- W4207069104 type Work @default.
- W4207069104 citedByCount "0" @default.
- W4207069104 crossrefType "dissertation" @default.
- W4207069104 hasAuthorship W4207069104A5036451325 @default.
- W4207069104 hasBestOaLocation W42070691041 @default.
- W4207069104 hasConcept C119599485 @default.
- W4207069104 hasConcept C127413603 @default.
- W4207069104 hasConcept C136764020 @default.
- W4207069104 hasConcept C15744967 @default.
- W4207069104 hasConcept C180198813 @default.
- W4207069104 hasConcept C19417346 @default.
- W4207069104 hasConcept C2522767166 @default.
- W4207069104 hasConcept C41008148 @default.
- W4207069104 hasConcept C42525527 @default.
- W4207069104 hasConcept C56739046 @default.
- W4207069104 hasConceptScore W4207069104C119599485 @default.
- W4207069104 hasConceptScore W4207069104C127413603 @default.
- W4207069104 hasConceptScore W4207069104C136764020 @default.
- W4207069104 hasConceptScore W4207069104C15744967 @default.
- W4207069104 hasConceptScore W4207069104C180198813 @default.
- W4207069104 hasConceptScore W4207069104C19417346 @default.
- W4207069104 hasConceptScore W4207069104C2522767166 @default.
- W4207069104 hasConceptScore W4207069104C41008148 @default.
- W4207069104 hasConceptScore W4207069104C42525527 @default.
- W4207069104 hasConceptScore W4207069104C56739046 @default.
- W4207069104 hasLocation W42070691041 @default.
- W4207069104 hasOpenAccess W4207069104 @default.
- W4207069104 hasPrimaryLocation W42070691041 @default.
- W4207069104 hasRelatedWork W1669984 @default.
- W4207069104 hasRelatedWork W1705089 @default.
- W4207069104 hasRelatedWork W17489613 @default.
- W4207069104 hasRelatedWork W1803942 @default.
- W4207069104 hasRelatedWork W2089536 @default.
- W4207069104 hasRelatedWork W2180906 @default.
- W4207069104 hasRelatedWork W304823 @default.
- W4207069104 hasRelatedWork W3076849 @default.
- W4207069104 hasRelatedWork W4496976 @default.
- W4207069104 hasRelatedWork W4517183 @default.
- W4207069104 isParatext "false" @default.
- W4207069104 isRetracted "false" @default.
- W4207069104 workType "dissertation" @default.