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  1. PhD-Conclusion PhD-Conclusion Public

    Thesis conclusion, UK publisher: Exact Gaussian versus exact Student's-t acquisition function gradients, for acquisition function optimisation in BayesOpt. Includes all proposed thesis chapter expe…

    Jupyter Notebook 1

  2. Exact-AcqFunc-Gradients-BayesOpt-STPs Exact-AcqFunc-Gradients-BayesOpt-STPs Public

    Thesis chapter, UK publisher: "Exact acquisition function gradients for Bayesian optimisation with Student's-t Processes". Includes all proposed thesis chapter experiments i.e. Python code, results…

    Jupyter Notebook 1

  3. Thesis-Exact-AcqFunc-Gradients-BayesOpt-GPs Thesis-Exact-AcqFunc-Gradients-BayesOpt-GPs Public

    Thesis chapter (UK version) of journal paper (redacted), US publisher. Includes all proposed thesis chapter experiments i.e. Python code, results and graphs.

    Jupyter Notebook 2

  4. CBM-ERM-BayesOpt-STPs CBM-ERM-BayesOpt-STPs Public

    Thesis chapter, UK publisher: "Confidence Bound and Expected Regret Minimisation for Bayesian optimisation with Student's-t Processes". Includes all proposed thesis chapter experiments i.e. Python …

    Jupyter Notebook 2

  5. Exact-AcqFunc-Gradients-BayesOpt-GPs Exact-AcqFunc-Gradients-BayesOpt-GPs Public

    Journal paper (redacted), US publisher: "Exact acquisition function gradients for Bayesian optimization with Gaussian Processes". Includes all proposed journal paper experiments i.e. Python code, r…

    Jupyter Notebook 1

  6. ERM-for-BayesOpt-with-STPs ERM-for-BayesOpt-with-STPs Public

    Conference paper, US publisher: "Expected Regret Minimization for Bayesian optimization with Student's-t Processes" (3rd International Conference on Artificial Intelligence and Pattern Recognition …

    Jupyter Notebook 1