… , UpperConfidenceTrees [13] provides provably consistent solvers in the finite case. We here show that UpperConfidenceTree can … with MCTS variants in continuous MDP have been …
A Couetoux, H Doghmen, O Teytaud - … , LION 6, Paris, France, January 16 …, 2012 - Springer
… continuous and stochastic sequential decision making problem. Both the decision space and state space are continuous. For … But, in the case of a high dimensional continuous decision …
… to continuous domains in some cases (in particular continuous action spaces). We here present an extension of UpperConfidenceTrees to continuous … classical UpperConfidenceTree …
A Couetoux, H Doghmen - The 9th European Workshop on …, 2011 - inria.hal.science
… In this paper, we present MCTS, and its extension to continuous/stochastic domains. We show that on problems with continuous action spaces and infinite support of random variables, …
A Dubois, J Dehos, F Teytaud - Soft Computing, 2021 - Springer
… In this paper, we consider the general case of multi-dimensional continuous black-box … This algorithm can be seen as an evolution strategy which uses an upperconfidencetree (Kocsis …
T Faycal, C Zito - arXiv preprint arXiv:2201.04502, 2022 - arxiv.org
… We propose to build a UpperConfidenceTree (UCT) on the simulated experience and search for the best action to be selected during the on-line learning process. We prove the …
BC Brewer, LE Bantis - Statistics in Medicine, 2024 - Wiley Online Library
… are to be discriminated by a continuous marker. In this … tree) Youden index and the Euclidean distance as optimal cutoff selection strategies in the context of generalized umbrella or tree …
… continuously differentiable with respect to βl ∈ Rm and βu ∈ Rk, respectively, and continuously … the various confidence sets for the split point in a binary decision tree using simulated …
… tree algorithm, Class Confidence Proportion Decision Tree (… In order to make decision trees robust, we begin by … examples to the minority class continuously until the AUC is optimized …