Electricity retailers face increasing uncertainty due to the ongoing expansion of unpredictable, distributed generation in the residential sector. We analyze how increasing levels of households' solar PV self-generation affect the short-term decisionmaking and associated risk exposure of...

A recursive formula for computing the exact value of score vectors is proposed, which is more desirable than approximate values in some statistical analyses, for a general form of the linear Gaussian state space model. Unlike most extant methods, our formula calculates all components of the...

In recent years, Bayesian Optimization (BO) has received increasing attention due to its high sample efficiency in the global optimization of expensive-to-evaluate functions. As a principled approach to sequential decision-making under uncertainty, BO has been widely used in domain-specific...