Empirical Evaluation of User Models and User-Adapted Systems

作者: David N. Chin

DOI: 10.1023/A:1011127315884

关键词: Computer sciencePower (physics)CovariateUser modelingSensitivity (control systems)Artificial intelligenceMultimedia information systemsRule of thumbSimulationMachine learning

摘要: Empirical evaluations are needed to determine which users helped or hindered by user-adapted interaction in user modeling systems. A review of past UMUAI articles reveals insufficient empirical evaluations, but an encouraging upward trend. Rules thumb for experimental design, useful tests covariates, and common threats validity presented. Reporting standards including effect size power proposed.

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