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High-Dimensional Multi-Objective Bayesian Optimization With Block Coordinate Updates: Case Studies in Intelligent Transportation System

IEEE transactions on intelligent transportation systems (Print)
Many transportation system problems can be formulated as high-dimensional expensive multi-objective problems. They are challenging for Gaussian process-based Bayesian optimization methods to find the Pareto fronts due to the curse of dimensionality and ...
Hongyan Wang, Hua-Hui Xu, Zeqiu Zhang
semanticscholar   +1 more source

Evolutionary Multi-Objective Bayesian Optimization Based on Multisource Online Transfer Learning

IEEE Transactions on Emerging Topics in Computational Intelligence
One main challenge in multi-objective Bayesian optimization of expensive problems is that only a very limited number of fitness evaluations can be afforded. To address the above challenge, this article introduces multisource online transfer learning into
Huiting Li, Yaochu Jin, Tianyou Chai
semanticscholar   +1 more source

On Nonparametric Predictive Inference and Objective Bayesianism

Journal of Logic, Language and Information, 2006
F. Coolen
semanticscholar   +1 more source

Objective Bayesian Inference

2023
James O Berger   +2 more
openaire   +1 more source

Objective Bayesian Inference with Applications

2010
It is natural to start a review of research frontiers in Bayesian analysis with a discussion of research challenges related to prior choices. In particular, in this chapter we discuss the definition of reference priors in some non-standard settings as well as the use of reference priors to define objective Bayesian testing.
Ming-Hui Chen   +4 more
openaire   +1 more source

In Defence of Objective Bayesianism

, 2010
Jon Williamson
semanticscholar   +1 more source

Bayesian Tracking of Visual Objects

2009
Tracking objects in image sequences involves performing motion analysis at the object level, which is becoming an increasingly important technology in a wide range of computer video applications, including video teleconferencing, security and surveillance, video segmentation, and editing.
Nanning Zheng, Jianru Xue
openaire   +1 more source

Two Dogmas of Strong Objective Bayesianism

, 2010
Prasanta S. Bandyopadhyay, G. Brittan
semanticscholar   +1 more source

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