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ガウス過程を取り扱ったD論(随時更新予定)

  • Roger Frigola-Alcalde, "Bayesian Time Series Learning with Gaussian Processes," Cambridge University(2015)URL
  • Andreas Damianou, "Deep Gaussian Processes and Variational Propagation of Uncertainty," University of Sheffield(2015)URL
  • Andrew Gordon Wilson, "Covariance kernels for fast automatic pattern discovery and extrapolation with Gaussian processes," Cambridge University(2014)URL
  • David Kristjanson Duvenaud, "Automatic Model Construction with Gaussian Processes," Harvard University(2014)URL
  • Ryan Darby Turner, "Gaussian Processes for State Space Models and Change Point Detection," Cambridge University(2011)URL
  • Michael Osborne, "Bayesian Gaussian Processes for Sequential Prediction, Optimisation and Quadrature," Oxford University(2010)URL
  • Edward Lloyd Snelson, "Flexible and efficient Gaussian process models for machine learning," University of London(2008)URL
  • Sotirios Damouras, "NONPARAMETRIC TIME SERIES ANALYSIS USING GAUSSIAN PROCESSES," Carnegie Mellon University (2008)URL
  • Matthias Seeger, "Bayesian Gaussian Process Models: PAC-Bayesian Generalisation Error Bounds and Sparse Approximations," University of Edinburgh(2005)URL
  • Joaquin Quinonero Candela, "Learning with Uncertainty – Gaussian Processes and Relevance Vector Machines," Technical University of Denmark(2004)URL
  • Christopher Joseph Paciorek, "NONSTATIONARY GAUSSIAN PROCESSES FOR REGRESSION AND SPATIAL MODELLING," Carnegie Mellon University(2003)URL
  • Mark N. Gibbs, "Bayesian Gaussian Processes for Regression and Classication," University of Edinburgh(1998)URL

他にもこんなD論あるよ的な情報は歓迎します。

とりあえずのメモであり、BibTeX形式での整理は今後の課題。