@CONFERENCE\{IMM2015-06862,
    author       = "B. S. Jensen and J. B. B. Nielsen and J. Larsen",
    title        = "Perspectives on Bayesian Optimization for {HCI}",
    year         = "2015",
    month        = "apr",
    keywords     = "Bayes, Optimization, Gaussian process priors, Modeling",
    booktitle    = "CHI'15 Workshop on Principles, Techniques and Perspectives on Optimization and {HCI}",
    volume       = "",
    series       = "",
    editor       = "",
    publisher    = "",
    organization = "",
    address      = "",
    note         = "Seoul, South Korea, April 19",
    url          = "http://chi2015.acm.org/program/workshops/#W29",
    abstract     = "In this position paper we discuss optimization in the {HCI} domain based on our experiences with Bayesian methods for modeling and optimization of audio systems, including challenges related to evaluating, designing, and optimizing such interfaces. We outline and demonstrate how a combined Bayesian modeling and optimization approach provides a flexible framework for integrating various user and content attributes, while also supporting model-based optimization of {HCI} systems. Finally, we discuss current and future research direction and applications, such as inferring user needs and optimizing interfaces for computer assisted teaching."
}