Improving Computer Games Performance Using Batch Reinforcement Learning

Name: Improving Computer Games Performance Using Batch Reinforcement Learning
Brand: LAP Lambert Academic Publishing
SKU: 9783659882371
Price: 201.32 PLN
Availability: InStock

Autor: Hebatullah Rashed

Język:

Oprawa: Miękka

Wydawca: LAP Lambert Academic Publishing

Dostępność: Dostępna u dostawcy

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With the progress of researches in human brain, they found that when human learns something new, the...

Informacje o książce

Autor

Hebatullah Rashed

Język

Angielski

Oprawa

Książka - Miękka

Data wydania

2016

strony

100

EAN

9783659882371

Enbook ID

12628512

Wydawca

LAP Lambert Academic Publishing

Waga

165

Wymiary

150 x 220 x 6

Pełny opis

With the progress of researches in human brain, they found that when human learns something new, the brain cells structure is changed. That means it is possible to manufacture and develop intelligence. The idea is the same for the device. As intelligence requires knowledge, it is necessary for computers to learn and gain knowledge. Machine learning serves this purpose. With the rapid development of computer games we need continuous new techniques, because with the increasing numbers of players only a tough games with high policy, actions and tactics survive. This book will be useful to researchers who are interested in getting a good idea about computer games. We proposed a new algorithm based on LSPI (Batch Reinforcement Learning Algorithm) called Least-Squares Continuous Action Policy Iteration (LSCAPI). We implemented on two different types of games 8-queens board game and Glest and StarCraft Brood War real-time strategy (RTS) games. The book can have benefit for the beginners in computer games field, it gives sequential steps of the game as an idea ending with the implementation.

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