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A unified framework for closed-form nonparametric regression, classification, preference and mixed problems with Skew Gaussian Processes.

, , and . CoRR, (2020)

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Profile Extrema for Visualizing and Quantifying Uncertainties on Excursion Regions: Application to Coastal Flooding., , , and . Technometrics, 61 (4): 474-493 (2019)Preferential Bayesian optimisation with Skew Gaussian Processes., , and . CoRR, (2020)Efficient probabilistic reconciliation of forecasts for real-valued and count time series., , and . Stat. Comput., 34 (1): 21 (February 2024)A Unified Framework for Closed-Form Nonparametric Regression, Classification, Preference and Mixed Problems with Skew Gaussian Processes., , and . DSAA, page 1-2. IEEE, (2021)Active vs Transfer Learning Approaches for QoT Estimation with Small Training Datasets., , , , and . OFC, page 1-3. IEEE, (2020)Skew Gaussian processes for classification., , and . Mach. Learn., 109 (9-10): 1877-1902 (2020)Sparse Information Filter for Fast Gaussian Process Regression., , , and . ECML/PKDD (3), volume 12977 of Lecture Notes in Computer Science, page 527-542. Springer, (2021)Preferential Bayesian optimisation with skew gaussian processes., , and . GECCO Companion, page 1842-1850. ACM, (2021)Correlated Product of Experts for Sparse Gaussian Process Regression., , , and . CoRR, (2021)Learning Choice Functions with Gaussian Processes., , and . UAI, volume 216 of Proceedings of Machine Learning Research, page 141-151. PMLR, (2023)