MonteCarloTreeSearchbasedVariableSelection forHighDimensionalBayesianOptimization

Neural Information Processing Systems 

Our regret bound generalizes that of GP-UCB [38] which always selects all variables, aswellasthatofDropout [21]whichselectsdvariables randomly ineachiteration.