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Method of developing solutions for online convex optimization problems when a decision maker has knowledge of all past states and resulting cost functions for previous choices and attempts to make new choices resulting in minimal regret

机译:当决策者了解所有过去状态以及先前选择的结果成本函数并尝试做出新选择而使后悔降到最低时,为在线凸优化问题开发解决方案的方法

摘要

Methods, systems, and computer program products are provided for the online convex optimization problem, in which the decision maker has knowledge of the all past states and resulting cost functions for his previous choices and attempts to make a new choice that results in minimum regret. The method does not rely upon the structure of the cost function or the characterization of the states and takes advantage of the similarity between successive states to enable the method to converge to a reasonably optimal result.
机译:提供了用于在线凸优化问题的方法,系统和计算机程序产品,决策者在其中了解了所有过去的状态以及他先前的选择所产生的成本函数,并尝试做出新的选择以最大程度地减少后悔。该方法不依赖于成本函数的结构或状态的表征,而是利用连续状态之间的相似性来使该方法收敛到合理的最佳结果。

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