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UID:777@lincs.fr
DTSTART;TZID=Europe/Paris:20231004T140000
DTEND;TZID=Europe/Paris:20231004T150000
DTSTAMP:20231018T090510Z
URL:https://www.lincs.fr/events/seminar-talk-by-iain-burge/
SUMMARY:Toward Quantum Explainable AI: A Quantum Algorithm for Shapley
 Value Estimation
DESCRIPTION:In the classical context\, the cooperative game theory\nconcept
 of the Shapley value has been adapted for post hoc explanations\nof Machine
 Learning models. This approach does not easily translate to\neXplainable
 Quantum Machine Learning. Finding Shapley values can be\nhighly
 computationally complex. In this joint work with Prof. Michel\nBarbeau
 (Carleton University) and Prof. Joaquin Garcia- Alfaro
 (Télécom\nSudParis)\, we propose a quantum algorithm which can extract
 Shapley\nvalues within some confidence interval. Our results perform
 in\npolynomial time. We demonstrate the validity of our approach
 under\nspecific examples of cooperative voting games.\n\nBio\nIain Burge is
 a research assistant at Carleton University\nworking in the emerging field
 of quantum explainable AI. He has an\nundergraduate degree in cognitive
 science with a concentration in\ncomputation and minor in mathematics.
CATEGORIES:Seminars,Youtube
LOCATION:Room 4A101\, 19 place Marguerite Perey\, Palaiseau\, France
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 Palaiseau\, France;X-APPLE-RADIUS=100;X-TITLE=Room 4A101:geo:0,0
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TZID:Europe/Paris
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DTSTART:20230326T030000
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