Interactive intent modeling
published: Dec. 1, 2017, recorded: August 2017, views: 6
Report a problem or upload filesIf you have found a problem with this lecture or would like to send us extra material, articles, exercises, etc., please use our ticket system to describe your request and upload the data.
Enter your e-mail into the 'Cc' field, and we will keep you updated with your request's status.
I will discuss our recent work on interactive machine learning in two closely related setups: (i) interactive intent modeling for information discovery and (ii) knowledge elicitation on features for improving predictive modelling given limited high-dimensional data. Both setups require balancing between exploration and exploitation in the interactions, and interactive modelling of the user which can be formulated as experimental design or multiarmed bandit problems. I will also discuss extensions to multimodal interfaces, including mind reading, and to inferring more advanced cognitive models from data with Approximate Bayesian Computation.
Link this pageWould you like to put a link to this lecture on your homepage?
Go ahead! Copy the HTML snippet !