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pro vyhledávání: '"Niu, Mu"'
Motivated by the success of Bayesian optimisation algorithms in the Euclidean space, we propose a novel approach to construct Intrinsic Bayesian optimisation (In-BO) on manifolds with a primary focus on complex constrained domains or irregular-shaped
Externí odkaz:
http://arxiv.org/abs/2301.12581
This article presents a novel approach to construct Intrinsic Gaussian Processes for regression on unknown manifolds with probabilistic metrics (GPUM) in point clouds. In many real world applications, one often encounters high dimensional data (e.g.
Externí odkaz:
http://arxiv.org/abs/2301.06533
We propose an extrinsic Bayesian optimization (eBO) framework for general optimization problems on manifolds. Bayesian optimization algorithms build a surrogate of the objective function by employing Gaussian processes and quantify the uncertainty in
Externí odkaz:
http://arxiv.org/abs/2212.13886
Publikováno v:
In Journal of Sound and Vibration 1 September 2024 585
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In Engineering Structures 1 January 2025 322 Part A
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In Mechanical Systems and Signal Processing 1 January 2025 222
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In International Journal of Mechanical Sciences 1 November 2024 281
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In Mechanical Systems and Signal Processing 1 November 2024 220
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In Mechanical Systems and Signal Processing 1 June 2024 215
Publikováno v:
In Mechanical Systems and Signal Processing 1 April 2024 211