Abstract: The Bayesian network, a significant graph model merging probability statistics and graph theory, plays a pivotal role in representing and reasoning with uncertain knowledge. The analytical ...

Abstract: Parallel Bayesian optimization is crucial for solving expensive black-box problems, yet batch acquisition strategies remain a challenge. To address this, we propose a novel parallel ...