This talk describes on-going work towards intelligent user interfaces that better understand users and can better adapt to them. I discuss a type of machine intelligence where causal, predictive models of human-computer interaction are used with probabilistic inference and optimization. Several examples are presented from graphical user interfaces to the web. Intelligent user interfaces; Machine intelligence; Computational modelling; Probabilistic inference; Combinatorial optimization
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