Computational Intelligence In Games

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Artificial Intelligence and Games

Author : Georgios N. Yannakakis
Publisher : Springer
ISBN 13 : 3319635190
Total Pages : 337 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Artificial Intelligence and Games by : Georgios N. Yannakakis

Download or read book Artificial Intelligence and Games written by Georgios N. Yannakakis and published by Springer. This book was released on 2018-02-17 with total page 337 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is the first textbook dedicated to explaining how artificial intelligence (AI) techniques can be used in and for games. After introductory chapters that explain the background and key techniques in AI and games, the authors explain how to use AI to play games, to generate content for games and to model players. The book will be suitable for undergraduate and graduate courses in games, artificial intelligence, design, human-computer interaction, and computational intelligence, and also for self-study by industrial game developers and practitioners. The authors have developed a website (http://www.gameaibook.org) that complements the material covered in the book with up-to-date exercises, lecture slides and reading.

General Video Game Artificial Intelligence

Author : Diego Pérez Liébana
Publisher : Springer Nature
ISBN 13 : 3031021223
Total Pages : 177 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis General Video Game Artificial Intelligence by : Diego Pérez Liébana

Download or read book General Video Game Artificial Intelligence written by Diego Pérez Liébana and published by Springer Nature. This book was released on 2022-05-31 with total page 177 pages. Available in PDF, EPUB and Kindle. Book excerpt: Research on general video game playing aims at designing agents or content generators that can perform well in multiple video games, possibly without knowing the game in advance and with little to no specific domain knowledge. The general video game AI framework and competition propose a challenge in which researchers can test their favorite AI methods with a potentially infinite number of games created using the Video Game Description Language. The open-source framework has been used since 2014 for running a challenge. Competitors around the globe submit their best approaches that aim to generalize well across games. Additionally, the framework has been used in AI modules by many higher-education institutions as assignments, or as proposed projects for final year (undergraduate and Master's) students and Ph.D. candidates. The present book, written by the developers and organizers of the framework, presents the most interesting highlights of the research performed by the authors during these years in this domain. It showcases work on methods to play the games, generators of content, and video game optimization. It also outlines potential further work in an area that offers multiple research directions for the future.

Playing Smart

Author : Julian Togelius
Publisher : MIT Press
ISBN 13 : 0262039036
Total Pages : 188 pages
Book Rating : 4.2/5 (62 download)

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Book Synopsis Playing Smart by : Julian Togelius

Download or read book Playing Smart written by Julian Togelius and published by MIT Press. This book was released on 2019-01-15 with total page 188 pages. Available in PDF, EPUB and Kindle. Book excerpt: A new vision of the future of games and game design, enabled by AI. Can games measure intelligence? How will artificial intelligence inform games of the future? In Playing Smart, Julian Togelius explores the connections between games and intelligence to offer a new vision of future games and game design. Video games already depend on AI. We use games to test AI algorithms, challenge our thinking, and better understand both natural and artificial intelligence. In the future, Togelius argues, game designers will be able to create smarter games that make us smarter in turn, applying advanced AI to help design games. In this book, he tells us how. Games are the past, present, and future of artificial intelligence. In 1948, Alan Turing, one of the founding fathers of computer science and artificial intelligence, handwrote a program for chess. Today we have IBM's Deep Blue and DeepMind's AlphaGo, and huge efforts go into developing AI that can play such arcade games as Pac-Man. Programmers continue to use games to test and develop AI, creating new benchmarks for AI while also challenging human assumptions and cognitive abilities. Game design is at heart a cognitive science, Togelius reminds us—when we play or design a game, we plan, think spatially, make predictions, move, and assess ourselves and our performance. By studying how we play and design games, Togelius writes, we can better understand how humans and machines think. AI can do more for game design than providing a skillful opponent. We can harness it to build game-playing and game-designing AI agents, enabling a new generation of AI-augmented games. With AI, we can explore new frontiers in learning and play.

Computational Intelligence in Games

Author : Norio Baba
Publisher : Physica
ISBN 13 : 379081833X
Total Pages : 172 pages
Book Rating : 4.7/5 (98 download)

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Book Synopsis Computational Intelligence in Games by : Norio Baba

Download or read book Computational Intelligence in Games written by Norio Baba and published by Physica. This book was released on 2012-08-11 with total page 172 pages. Available in PDF, EPUB and Kindle. Book excerpt: The most powerful computers in the world are not only used for scientific research, defence, and business, but also in game playing. Computer games are a multi-billion dollar industry. Recent advances in computational intelligence paradigms have generated tremendous interest among researchers in the theory and implementation of games. Game theory is a branch of operational research dealing with decision theory in a competitive situation. Game theory involves the mathematical calculations and heuristics to optimize the efficient lines of play. This book presents a sample of the most recent research on the application of computational intelligence techniques in games. This book contains 7 chapters. The first chapter, by Chen, Fanelli, Castellano, and Jain, is an introduction to computational intelligence paradigms. It presents the basics of the main constituents of compu tational intelligence paradigms including knowledge representation, probability-based approaches, fuzzy logic, neural networks, genetic algorithms, and rough sets. In the second chapter, Chellapilla and Fogel present the evolution of a neural network to play checkers without human expertise. This chapter focuses on the use of a population of neural networks, where each network serves as an evaluation function to describe the quality of the current board position. After only a little more than 800 generations, the evolutionary process has generated a neural network that can play checkers at the expert level as designated by the u.s. Chess Federation rating system. The program developed by the authors has also competed well against commercially available software.

AI for Games

Author : Ian Millington
Publisher : CRC Press
ISBN 13 : 1000475514
Total Pages : 84 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis AI for Games by : Ian Millington

Download or read book AI for Games written by Ian Millington and published by CRC Press. This book was released on 2021-11-16 with total page 84 pages. Available in PDF, EPUB and Kindle. Book excerpt: What is artificial intelligence? How is artificial intelligence used in game development? Game development lives in its own technical world. It has its own idioms, skills, and challenges. That’s one of the reasons games are so much fun to work on. Each game has its own rules, its own aesthetic, and its own trade-offs, and the hardware it will run on keeps changing. AI for Games is designed to help you understand one element of game development: artificial intelligence (AI).

General Video Game Artificial Intelligence

Author : Diego Pérez Liébana
Publisher : Morgan & Claypool Publishers
ISBN 13 : 1681736454
Total Pages : 193 pages
Book Rating : 4.6/5 (817 download)

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Book Synopsis General Video Game Artificial Intelligence by : Diego Pérez Liébana

Download or read book General Video Game Artificial Intelligence written by Diego Pérez Liébana and published by Morgan & Claypool Publishers. This book was released on 2019-10-09 with total page 193 pages. Available in PDF, EPUB and Kindle. Book excerpt: Research on general video game playing aims at designing agents or content generators that can perform well in multiple video games, possibly without knowing the game in advance and with little to no specific domain knowledge. The general video game AI framework and competition propose a challenge in which researchers can test their favorite AI methods with a potentially infinite number of games created using the Video Game Description Language. The open-source framework has been used since 2014 for running a challenge. Competitors around the globe submit their best approaches that aim to generalize well across games. Additionally, the framework has been used in AI modules by many higher-education institutions as assignments, or as proposed projects for final year (undergraduate and Master's) students and Ph.D. candidates. The present book, written by the developers and organizers of the framework, presents the most interesting highlights of the research performed by the authors during these years in this domain. It showcases work on methods to play the games, generators of content, and video game optimization. It also outlines potential further work in an area that offers multiple research directions for the future.

AI for Game Developers

Author : David M Bourg
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1449333109
Total Pages : 392 pages
Book Rating : 4.4/5 (493 download)

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Book Synopsis AI for Game Developers by : David M Bourg

Download or read book AI for Game Developers written by David M Bourg and published by "O'Reilly Media, Inc.". This book was released on 2004-07-23 with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt: Written for the novice AI programmer, this text introduces the reader to techniques such as finite state machines, fuzzy logic, neural networks and many others in an easy-to-understand language, supported with code samples throughout the text.

Learning to Play

Author : Aske Plaat
Publisher : Springer Nature
ISBN 13 : 3030592383
Total Pages : 330 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Learning to Play by : Aske Plaat

Download or read book Learning to Play written by Aske Plaat and published by Springer Nature. This book was released on 2020-12-23 with total page 330 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this textbook the author takes as inspiration recent breakthroughs in game playing to explain how and why deep reinforcement learning works. In particular he shows why two-person games of tactics and strategy fascinate scientists, programmers, and game enthusiasts and unite them in a common goal: to create artificial intelligence (AI). After an introduction to the core concepts, environment, and communities of intelligence and games, the book is organized into chapters on reinforcement learning, heuristic planning, adaptive sampling, function approximation, and self-play. The author takes a hands-on approach throughout, with Python code examples and exercises that help the reader understand how AI learns to play. He also supports the main text with detailed pointers to online machine learning frameworks, technical details for AlphaGo, notes on how to play and program Go and chess, and a comprehensive bibliography. The content is class-tested and suitable for advanced undergraduate and graduate courses on artificial intelligence and games. It's also appropriate for self-study by professionals engaged with applications of machine learning and with games development. Finally it's valuable for any reader engaged with the philosophical implications of artificial and general intelligence, games represent a modern Turing test of the power and limitations of AI.

Procedural Content Generation in Games

Author : Noor Shaker
Publisher : Springer
ISBN 13 : 3319427164
Total Pages : 237 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Procedural Content Generation in Games by : Noor Shaker

Download or read book Procedural Content Generation in Games written by Noor Shaker and published by Springer. This book was released on 2016-10-18 with total page 237 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the most up-to-date coverage of procedural content generation (PCG) for games, specifically the procedural generation of levels, landscapes, items, rules, quests, or other types of content. Each chapter explains an algorithm type or domain, including fractal methods, grammar-based methods, search-based and evolutionary methods, constraint-based methods, and narrative, terrain, and dungeon generation. The authors are active academic researchers and game developers, and the book is appropriate for undergraduate and graduate students of courses on games and creativity; game developers who want to learn new methods for content generation; and researchers in related areas of artificial intelligence and computational intelligence.

Search in Artificial Intelligence

Author : Leveen Kanal
Publisher : Springer Science & Business Media
ISBN 13 : 1461387884
Total Pages : 491 pages
Book Rating : 4.4/5 (613 download)

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Book Synopsis Search in Artificial Intelligence by : Leveen Kanal

Download or read book Search in Artificial Intelligence written by Leveen Kanal and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 491 pages. Available in PDF, EPUB and Kindle. Book excerpt: Search is an important component of problem solving in artificial intelligence (AI) and, more generally, in computer science, engineering and operations research. Combinatorial optimization, decision analysis, game playing, learning, planning, pattern recognition, robotics and theorem proving are some of the areas in which search algbrithms playa key role. Less than a decade ago the conventional wisdom in artificial intelligence was that the best search algorithms had already been invented and the likelihood of finding new results in this area was very small. Since then many new insights and results have been obtained. For example, new algorithms for state space, AND/OR graph, and game tree search were discovered. Articles on new theoretical developments and experimental results on backtracking, heuristic search and constraint propaga tion were published. The relationships among various search and combinatorial algorithms in AI, Operations Research, and other fields were clarified. This volume brings together some of this recent work in a manner designed to be accessible to students and professionals interested in these new insights and developments.

2017 IEEE Conference on Computational Intelligence and Games (CIG)

Author :
Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (11 download)

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Book Synopsis 2017 IEEE Conference on Computational Intelligence and Games (CIG) by :

Download or read book 2017 IEEE Conference on Computational Intelligence and Games (CIG) written by and published by . This book was released on with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

On the Design of Game-Playing Agents

Author : Eun-Youn Kim
Publisher : Springer Nature
ISBN 13 : 3031021193
Total Pages : 172 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis On the Design of Game-Playing Agents by : Eun-Youn Kim

Download or read book On the Design of Game-Playing Agents written by Eun-Youn Kim and published by Springer Nature. This book was released on 2022-06-01 with total page 172 pages. Available in PDF, EPUB and Kindle. Book excerpt: Evolving agents to play games is a promising technology. It can provide entertaining opponents for games like Chess or Checkers, matched to a human opponent as an alternative to the perfect and unbeatable opponents embodied by current artifical intelligences. Evolved agents also permit us to explore the strategy space of mathematical games like Prisoner's Dilemma and Rock-Paper-Scissors. This book summarizes, explores, and extends recent work showing that there are many unsuspected factors that must be controlled in order to create a plausible or useful set of agents for modeling cooperation and conflict, deal making, or other social behaviors. The book also provides a proposal for an agent training protocol that is intended as a step toward being able to train humaniform agents—in other words, agents that plausibly model human behavior.

Computational Intelligence for Movement Sciences: Neural Networks and Other Emerging Techniques

Author : Begg, Rezaul
Publisher : IGI Global
ISBN 13 : 1591408385
Total Pages : 396 pages
Book Rating : 4.5/5 (914 download)

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Book Synopsis Computational Intelligence for Movement Sciences: Neural Networks and Other Emerging Techniques by : Begg, Rezaul

Download or read book Computational Intelligence for Movement Sciences: Neural Networks and Other Emerging Techniques written by Begg, Rezaul and published by IGI Global. This book was released on 2006-02-28 with total page 396 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book provides information regarding state-of-the-art research outcomes and cutting-edge technology on various aspects of the human movement"--Provided by publisher.

Computational Intelligence

Author : Gary Y. Yen
Publisher :
ISBN 13 : 9780978713508
Total Pages : 256 pages
Book Rating : 4.7/5 (135 download)

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Book Synopsis Computational Intelligence by : Gary Y. Yen

Download or read book Computational Intelligence written by Gary Y. Yen and published by . This book was released on 2006 with total page 256 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Artificial Intelligence for Computer Games

Author : Pedro Antonio González-Calero
Publisher : Springer Science & Business Media
ISBN 13 : 1441981888
Total Pages : 210 pages
Book Rating : 4.4/5 (419 download)

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Book Synopsis Artificial Intelligence for Computer Games by : Pedro Antonio González-Calero

Download or read book Artificial Intelligence for Computer Games written by Pedro Antonio González-Calero and published by Springer Science & Business Media. This book was released on 2011-03-01 with total page 210 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book presents some of the most relevant results from academia in the area of Artificial Intelligence for games. It emphasizes well theoretically supported work supported by developed prototypes, which should lead into integration of academic AI techniques into current electronic entertainment games. The book elaborates on the main results produced in Academia within the last 10 years regarding all aspects of Artificial Intelligence for games, including pathfinding, decision making, and learning. A general theme of the book is the coverage of techniques for facilitating the construction of flexible not prescripted AI for agents in games. Regarding pathfinding, the book includes new techniques for implementing real-time search methods that improve the results obtained through AI, as well as techniques for learning pathfinding behavior by observing actual players. Regarding decision making, the book describes new techniques for authoring tools that facilitate the construction by game designers (typically nonprogrammers) of behavior controlling software, by reusing patterns or actual cases of past behavior. Additionally, the book will cover a number of approaches proposed for extending the essentially pre-scripted nature of current commercial videogames AI into a more interactive form of narrative, where the story emerges from the interaction with the player. Some of those approaches rely on a layered architecture for the character AI, including beliefs, intentions and emotions, taking ideas from research on agent systems. The book also includes chapters on techniques for automatically or semiautomatically learning complex behavior from recorded traces of human or automatic players using different combinations of reinforcement learning, case-based reasoning, neural networks and genetic algorithms.

Artificial Intelligence for Computer Games

Author : John David Funge
Publisher : CRC Press
ISBN 13 : 1439864802
Total Pages : 160 pages
Book Rating : 4.4/5 (398 download)

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Book Synopsis Artificial Intelligence for Computer Games by : John David Funge

Download or read book Artificial Intelligence for Computer Games written by John David Funge and published by CRC Press. This book was released on 2004-07-29 with total page 160 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learn to make games that are more fun and engaging! Building on fundamental principles of Artificial Intelligence, Funge explains how to create Non-Player Characters (NPCs) with progressively more sophisticated capabilities. Starting with the basic capability of acting in the game world, the book explains how to develop NPCs who can perceive, remem

AI for Games, Third Edition

Author : Ian Millington
Publisher : CRC Press
ISBN 13 : 1351053280
Total Pages : 1050 pages
Book Rating : 4.3/5 (51 download)

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Book Synopsis AI for Games, Third Edition by : Ian Millington

Download or read book AI for Games, Third Edition written by Ian Millington and published by CRC Press. This book was released on 2019-03-18 with total page 1050 pages. Available in PDF, EPUB and Kindle. Book excerpt: AI is an integral part of every video game. This book helps professionals keep up with the constantly evolving technological advances in the fast growing game industry and equips students with up-to-date information they need to jumpstart their careers. This revised and updated Third Edition includes new techniques, algorithms, data structures and representations needed to create powerful AI in games. Key Features A comprehensive professional tutorial and reference to implement true AI in games Includes new exercises so readers can test their comprehension and understanding of the concepts and practices presented Revised and updated to cover new techniques and advances in AI Walks the reader through the entire game AI development process