Bayesian Optimization over Bounded Domains with the Beta Product Kernel . . . The research introduces a novel Beta Product Kernel that fundamentally transforms how Bayesian optimization handles bounded domains Traditional methods often struggle with complex, non-linear optimization landscapes, but this approach creates a more nuanced mapping of potential solution spaces