Selaus avainsanan mukaan kokoelmassa "Bayesian inference"Väitöskirjat

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    • Bayesian inference by informative Gaussian features of the data 

      Springer, Sebastian
      Acta Universitatis Lappeenrantaensis (Lappeenranta-Lahti University of Technology LUT, 05.02.2021)
      Given a set of measurements, a model can be calibrated to data by minimising a cost function that captures the model-data difference. The standard cost function for deterministic models is the residual sum of squares between ...

    • Bayesian likelihoods for intractable data 

      Maraia, Ramona
      Acta Universitatis Lappeenrantaensis (Lappeenranta-Lahti University of Technology LUT, 01.12.2023)
      We live in the Information Age, specific historical moment in which making well-informed decisions is often decisive for the survival of projects and investments. In the past decade, consistent efforts have been dedicated ...

    • Sequential Monte Carlo and stochastic processes in spectroscopy 

      Härkönen, Teemu
      Acta Universitatis Lappeenrantaensis (12.06.2024)
      In this thesis, we introduce stochastic processes and Bayesian inference methods with a particular emphasis on spectroscopic applications. First, we apply sequential Monte Carlo samplers for estimating the modulating error ...