Implement predictive variance reduction search
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kiudee commented
We currently employ maximum-value entropy search as the main acquisition function.
Nguyen et al (2017) argue that concentrating on collecting information about the value y* is not enough to find the optimum position x*.
They instead propose the following algorithm
Downside: Without having an efficient implementation for Thompson Sampling, this criterion is very costly to evaluate