Parallel Q-learning Algorithms for MDPs Based on Performance Potentials

1、

On-Policy Modeless Reinforcement Learning Algorithms for Average-Payoff MDPs

平均奖赏MDP的在策略无模型激励学习算法

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2、

Motivated by the need of practical large-scale Markov systems, we considered in this paper the learning optimization problems for Markov decision processes ( MDPs).

为适应实际大规模Markov系统的需要，讨论Markov决策过程（MDP）基于仿真的学习优化问题。

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3、

Through these solutions we can integrate theory implementation of message transmission based on MDPs, to make it be a safe, stable, maintainable message transmission system.

通过对基于MDPs的消息传递的理论实现进行整合，使之成为安全可靠、性能稳定、可维护的消息传递系统。

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4、

The problems on discounting reinforcement learning are analyzed. Several experiments have been performed for comparing the influence of different discounting factors on SARSA(λ) algorithm based on MDPs. The role of average reward scalar to undiscounted SARSA(λ) algorithm is also discussed.

分析了折扣激励学习存在的问题，对MDPs的SARSA（λ）算法进行了折扣的比较实验分析，讨论了平均奖赏常量对无折扣SARSA（（）算法的影响。

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5、

This paper elaborates on the low learning efficiency in reinforcement learning due to improper generalization and random exploration policy under deterministic MDPS and proposes a hierarchical reinforcement learning algorithm based on system model.

针对强化学习算法的状态值泛化和随机探索策略在确定性MDP系统控制中存在着学习效率低的问题，本文提出基于模型的层次化强化学习算法。

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6、

The Effect of Synthetic Muramyl Dipeptide ( MDP) and Its Derivatives ( MDPs) on Immune Function in Mice

胞壁酰二肽及其衍生物对小鼠免疫功能的影响

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7、

This article based on the ideas and methods of GIS, connecting with features of mining area disaster designed the Mining area Disaster Production System ( MDPS).

根据地理信息系统的基本思想，结合矿区灾害的特点设计了矿区灾害防治系统（MDPS）。

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8、

The concept of Markov performance potentials, which is introduced by Cao, offers a new framework and approach for the optimization of MDPs.

Markov性能势理论的提出，为MDP的优化提供了一种新的理论框架和途径。

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9、

Moderate deviation principles ( MDPs) are proved for the occupation time process of a super Brownian motion with immigration, where the immigration is governed by the Lebesgue measure.

本文证明了当底空间维数d≥3时，一类带移民超布朗运动占位时过程的中偏差，其移民由Lebesgue测度控制。

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10、

S(λ): A reinforcement learning algorithm based on average-payoff MDPs

S（λ）：一个基于平均奖赏MDPs的激励学习算法

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11、

Many sequential decision problems, such as flexible manufacturing systems, traffic command systems and queuing systems etc., can be modeled as Markov decision processes ( MDPs).

实际生活中的许多序贯决策问题，如柔性制造系统、交通指挥系统、排队系统等，都可以模型化为Markov决策过程（MDP）。

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12、

Now the mouse is dancing on the dog's head.

现在这只老鼠正在这只狗的头上跳舞.

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13、

The mouse is dancing on the dog's head.

老鼠在狗的头上跳舞.

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14、

A stone fell, crushing the dog's head in.

一块砖头掉了下来, 砸伤了那条狗的脑袋.

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15、

After looking at the dog's head, do your examination from the side.

在视察完狗的头部后, 延续从正面举办的评判事业.

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16、

That's why we have the story about the dog tooth. Have you heard that?

这也就是为什麽我们会有[狗牙]的典故. 你们听过那则故事吗 ?

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17、

Link exchange welcomed, only drop us an E-mail or just talk to us on MSN.

欢迎交换链接, 可随时留言或者与我们联系.

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18、

I couldn't cipher out why she was there.

我搞不清她为什么会在那儿.

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19、

They couldn't cipher out how she got there.

他们琢磨不出她是怎样到的那里.

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20、

I every menstruation date is different, such can is cipher out safe period with crises?

我每个月经日期都不同, 这样能算出安全期和危险期么 ?

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