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Representation learning for continuous action spaces is beneficial for efficient policy learning.

, , , , , and . Neural Networks, (February 2023)

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On Generalization Performance and Non-Convex Optimization of Extended nu-Support Vector Machine., and . New Generation Comput., 27 (3): 259-279 (2009)Active Learning with Model Selection in Linear Regression., and . SDM, page 518-529. SIAM, (2008)Conditional Density Estimation with Dimensionality Reduction via Squared-Loss Conditional Entropy Minimization., , and . CoRR, (2014)Online Markov decision processes with policy iteration., , and . CoRR, (2015)Hierarchical Policy Search via Return-Weighted Density Estimation., and . CoRR, (2017)nu-support vector machine as conditional value-at-risk minimization., and . ICML, volume 307 of ACM International Conference Proceeding Series, page 1056-1063. ACM, (2008)Binary Classification from Positive Data with Skewed Confidence., , and . IJCAI, page 3328-3334. ijcai.org, (2020)Scheduled for July 2020, Yokohama, Japan, postponed due to the Corona pandemic..LFD-ProtoNet: Prototypical Network Based on Local Fisher Discriminant Analysis for Few-shot Learning., , and . CoRR, (2020)Computationally efficient multi-label classification by least-squares probabilistic classifier., , and . ICASSP, page 2077-2080. IEEE, (2012)Predictive Approaches for Low-Cost Preventive Medicine Program in Developing Countries., , , , , , , , , and 9 other author(s). KDD, page 1681-1690. ACM, (2015)