Добавить в избранное
Форум
Правила сайта "Мир Книг"
Группа в Вконтакте
Подписка на книги
Правообладателям
Найти книгу:
Навигация
Вход на сайт
Регистрация



Реклама



Название: Statistical Reinforcement Learning: Modern Machine Learning Approaches
Автор: Masashi Sugiyama
Издательство: Chapman and Hall/CRC
Серия: Chapman & Hall/Crc Machine Learning & Pattern Recognition
Год: 2015
Язык: английский
Формат: pdf (true)
Размер: 10.16 MB

Reinforcement learning is a mathematical framework for developing computer agents that can learn an optimal behavior by relating generic reward signals with its past actions. With numerous successful applications in business intelligence, plant control, and gaming, the RL framework is ideal for decision making in unknown environments with large amounts of data.

Supplying an up-to-date and accessible introduction to the field, Statistical Reinforcement Learning: Modern Machine Learning Approaches presents fundamental concepts and practical algorithms of statistical reinforcement learning from the modern machine learning viewpoint. It covers various types of RL approaches, including model-based and model-free approaches, policy iteration, and policy search methods.

Covers the range of reinforcement learning algorithms from a modern perspective
Lays out the associated optimization problems for each reinforcement learning scenario covered
Provides thought-provoking statistical treatment of reinforcement learning algorithms
The book covers approaches recently introduced in the data mining and machine learning fields to provide a systematic bridge between RL and data mining/machine learning researchers. It presents state-of-the-art results, including dimensionality reduction in RL and risk-sensitive RL. Numerous illustrative examples are included to help readers understand the intuition and usefulness of reinforcement learning techniques.

This book is an ideal resource for graduate-level students in computer science and applied statistics programs, as well as researchers and engineers in related fields.

Скачать Statistical Reinforcement Learning: Modern Machine Learning Approaches












НЕ РАБОТАЕТ TURBOBIT.NET? ЕСТЬ РЕШЕНИЕ, ЖМИ СЮДА!





Автор: Ingvar16 4-05-2019, 18:20 | Напечатать |
 
Уважаемый посетитель, Вы зашли на сайт как незарегистрированный пользователь.





С этой публикацией часто скачивают:

Посетители, находящиеся в группе Гости, не могут оставлять комментарии к данной публикации.


 MirKnig.Su  ©2021     При использовании материалов библиотеки обязательна обратная активная ссылка    Политика конфиденциальности