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Showing 1 to 3 of 3 for “"Exact Bayesian inference"”.

  1. Time series modelling and inference with Bayesian Context Trees

    … Data Era’, the tasks of time series modelling, inference and prediction have become more critical than ever. In this thesis, we introduce a collection of statistical ideas and algorithmic tools to build a general Bayesian framework for modelling and inference with time series data, which is …

    cambridge Repository record for Time series modelling and inference with Bayesian Context Trees (opens in a new tab)

  2. Sampling in human cognition

    Bayesian Decision Theory describes optimal methods for combining sparse, noisy data with prior knowledge to build models of an uncertain world and to use those models to plan actions and make novel decisions. Bayesian computational models correctly predict aspects of human behavior in cognitive …

    mit Repository record for Sampling in human cognition (opens in a new tab)

  3. Formally justified and modular Bayesian inference for probabilistic programs

    … is possible to use probabilistic models to make inferences about the state of the world from partial observations. While traditionally probabilistic models were constructed on paper, more recently the approach of probabilistic programming enables users to write the models in executable languages …

    cambridge Repository record for Formally justified and modular Bayesian inference for probabilistic programs (opens in a new tab)