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dc.contributor.authorLiao, Q. Vera
dc.date.accessioned2022-02-03T22:36:49Z
dc.date.available2022-02-03T22:36:49Z
dc.date.issued2021-11-04
dc.identifier.urihttp://hdl.handle.net/1853/66233
dc.descriptionPresented onilne via Bluejeans Events on November 4, 2021 at 12:30 p.m.en_US
dc.descriptionQ. Vera Liao is a Principal Researcher at Microsoft Research Montreal. Her current interest is in human-AI interaction and explainable AI, with a focus on bridging state-of-the-art AI technologies and user-centered design practices.en_US
dc.descriptionRuntime: 53:16 minutesen_US
dc.description.abstractArtificial Intelligence technologies are increasingly used to make decisions and perform autonomous tasks in critical domains. The need to understand AI in order to improve, contest, develop appropriate trust and better interact with AI systems has spurred great academic and public interest in Explainable AI (XAI). The technical field of XAI has produced a vast collection of algorithms in recent years. However, explainability is an inherently human-centric property and the field is starting to embrace human-centered approaches. Human-computer interaction (HCI) research and user experience (UX) design in this area are increasingly important especially as practitioners begin to leverage XAI algorithms to build XAI applications. In this talk, I will draw on our research and broad HCI work to highlight the central role that human-centered approaches should play in shaping XAI technologies, including to drive technical choices by understanding user needs, to uncover pitfalls of existing XAI methods, and to provide conceptual frameworks for human-compatible XAI.en_US
dc.format.extent53:16 minutes
dc.language.isoen_USen_US
dc.relation.ispartofseriesGVU Brown Bag;
dc.subjectExplainable AIen_US
dc.subjectHuman-computer interactionen_US
dc.titleHuman-Centered Explainable AI (XAI): From Algorithms to User Experiencesen_US
dc.typeLectureen_US
dc.typeVideoen_US
dc.contributor.corporatenameGeorgia Institute of Technology. GVU Centeren_US
dc.contributor.corporatenameMicrosoft Research Montrealen_US


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