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Learning in Cooperative Multi-Agent Systems. Distributed Reinforcement Learning Algorithms and their Application to Scheduling Problems

Автор:  Thomas G.
мягкая обложка
192 страниц
2009 год
Издательство:  Книга по Требованию
Цена:
3618 руб
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Описание:In a distributed system, a number of individually acting agents coexist. He identifies a subclass of general decentralized decision-making problems that features provably reduced complexity. Multi-agent reinforcement learning (RL) methods allow for automatically acquiring cooperative policies based solely on a specification of the desired joint behavior of the whole system. All algorithms proposed are evaluated in the scope of various established scheduling benchmark problems. In order to achieve a common goal, coordinated cooperation between the agents is crucial. However, the decentralization of the control and observation of the system among independent agents has a significant impact on problem complexity. The author Thomas Gabel addresses the intricacy of learning and acting in multi-agent systems by two complementary approaches. Job-shop scheduling represents one such application. Many real-world applications are well-suited to be formulated in terms of spatially or functionally distributed entities. Moreover, he presents various novel model-free multi-agent RL algorithms that are capable of quickly obtaining approximate solutions in the vicinity of the optimum.


Orthomol Immun Junior Сила иммунитета на страже Вашего ребенка Orthomol Immun Junior Сила иммунитета на страже Вашего ребенка

2990 руб
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Changing with Families - A Book About Further Education For Being Human

This provides yet another choice for the family members to focus on in times of trouble. Before, they only had one perspective, their own. Now they can add to that a perspective of process and an awareness of how each family member's perspective of the same process can be different. A perspective of system process provides family members with a tool to use to share their different perspectives without fault-finding. This offers family members the opportunity to learn about the various choices available to them within their own family system to send and receive messages. They have a tool to comprehend these differences and to learn from them. Of course, not every family will achieve this perspective in one session; each family will develop a sense of process at its own speed, an inch at a time, and each inch will be valuable to them. The overall strategy of the therapist in assisting families to achieve this perspective requires that he is comfortable with being patient, and that he is able to tap the family's own sources of inventiveness to find ways of allowing them to achieve this perspective of process ...»

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Каталка-мини Ningbo prince, желтый.
Характеристики: - музыкальные эффекты на руле; - без отсека для игрушек под сиденьем; - движение: вперед-назад. Возраст ребенка: с 3
992 руб
Раздел: Каталки
Электромобиль Tera fund "Шеви", белый.
Характеристики: - 4 мотора x 45W, полный привод; - колеса мягкие (EVA); - пульт управления: 2.4G Blue Tooth, радиус действия до 50 метров;
21925 руб
Раздел: Электромобили радиоуправляемые
Кастрюля "Bayerhoff", диаметр 22 см, 4,5 литра.
Размер: 22,0 х 12,0 см (4,5 л). Высококачественная нержавеющая сталь; Металлические не нагревающиеся ручки; Стеклянная крышка. Подходит
922 руб
Раздел: От 3,1 до 5 литров


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The board should take strong measures when misappropriations are observed and keep its assets safe.
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