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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 32

Horizontal Scaling With a Framework for Providing AI Solutions Within a Game Company

March 15, 2023

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Published Date: 2018-02-08

Registration: ISSN 2374-3468 (Online) ISSN 2159-5399 (Print)

Copyright: Published by AAAI Press, Palo Alto, California USA Copyright © 2018, Association for the Advancement of Artificial Intelligence All Rights Reserved.

Authors

John Kolen

Electronic Arts


Mohsen Sardari

Electronic Arts


Marwan Mattar

Electronic Arts


Nick Peterson

Electronic Arts


Meng Wu

Electronic Arts


DOI:

10.1609/aaai.v32i1.11388


Abstract:

Games have been a major focus of AI since the field formed seventy years ago. Recently, video games have replaced chess and go as the current "Mt. Everest Problem." This paper looks beyond the video games themselves to the application of AI techniques within the ecosystems that produce them. Electronic Arts (EA) must deal with AI at scale across many game studios as it develops many AAA games each year, and not a single, AI-based, flagship application. EA has adopted a horizontal scaling strategy in response to this challenge and built a platform for delivering AI artifacts anywhere within EA's software universe. By combining a data warehouse for player history, an Agent Store for capturing processes acquired through machine learning, and a recommendation engine as an action layer, EA has been delivering a wide range of AI solutions throughout the company during the last two years. These solutions, such as dynamic difficulty adjustment, in-game content and activity recommendations, matchmaking, and game balancing, have had major impact on engagement, revenue, and development resources within EA.

Topics: AAAI

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HOW TO CITE:

John Kolen||Mohsen Sardari||Marwan Mattar||Nick Peterson||Meng Wu Horizontal Scaling With a Framework for Providing AI Solutions Within a Game Company Proceedings of the AAAI Conference on Artificial Intelligence, 32 (2018) .

John Kolen||Mohsen Sardari||Marwan Mattar||Nick Peterson||Meng Wu Horizontal Scaling With a Framework for Providing AI Solutions Within a Game Company AAAI 2018, .

John Kolen||Mohsen Sardari||Marwan Mattar||Nick Peterson||Meng Wu (2018). Horizontal Scaling With a Framework for Providing AI Solutions Within a Game Company. Proceedings of the AAAI Conference on Artificial Intelligence, 32, .

John Kolen||Mohsen Sardari||Marwan Mattar||Nick Peterson||Meng Wu. Horizontal Scaling With a Framework for Providing AI Solutions Within a Game Company. Proceedings of the AAAI Conference on Artificial Intelligence, 32 2018 p..

John Kolen||Mohsen Sardari||Marwan Mattar||Nick Peterson||Meng Wu. 2018. Horizontal Scaling With a Framework for Providing AI Solutions Within a Game Company. "Proceedings of the AAAI Conference on Artificial Intelligence, 32". .

John Kolen||Mohsen Sardari||Marwan Mattar||Nick Peterson||Meng Wu. (2018) "Horizontal Scaling With a Framework for Providing AI Solutions Within a Game Company", Proceedings of the AAAI Conference on Artificial Intelligence, 32, p.

John Kolen||Mohsen Sardari||Marwan Mattar||Nick Peterson||Meng Wu, "Horizontal Scaling With a Framework for Providing AI Solutions Within a Game Company", AAAI, p., 2018.

John Kolen||Mohsen Sardari||Marwan Mattar||Nick Peterson||Meng Wu. "Horizontal Scaling With a Framework for Providing AI Solutions Within a Game Company". Proceedings of the AAAI Conference on Artificial Intelligence, 32, 2018, p..

John Kolen||Mohsen Sardari||Marwan Mattar||Nick Peterson||Meng Wu. "Horizontal Scaling With a Framework for Providing AI Solutions Within a Game Company". Proceedings of the AAAI Conference on Artificial Intelligence, 32, (2018): .

John Kolen||Mohsen Sardari||Marwan Mattar||Nick Peterson||Meng Wu. Horizontal Scaling With a Framework for Providing AI Solutions Within a Game Company. AAAI[Internet]. 2018[cited 2023]; .


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
101, Palo Alto, California 94303 All Rights Reserved

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