AI for game production

Mark O. Riedl, Alexander Zook
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引用次数: 33

Abstract

A number of changes are occurring in the field of computer game development: persistent online games, digital distribution platforms and portals, social and mobile games, and the emergence of new business models have pushed game development to put heavier emphasis on the live operation of games. Artificial intelligence has long been an important part of game development practices. The forces of change in the industry present an opportunity for Game AI to have new and profound impact on game production practices. Specifically, Game AI agents should act as “producers” responsible for managing a long-running set of live games, their player communities, and real-world context. We characterize a confluence of four major forces at play in the games industry today, together producing a wealth of data that opens unique research opportunities and challenges for Game AI in game production. We enumerate 12 new research areas spawned by these forces and steps toward how they can be addressed by data-driven Game AI Producers.
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游戏制作中的AI
电脑游戏开发领域正在发生一系列变化:持久的在线游戏、数字发行平台和门户、社交和手机游戏,以及新商业模式的出现,促使游戏开发更加重视游戏的实时运营。人工智能一直是游戏开发实践的重要组成部分。行业变革的力量为游戏AI对游戏制作实践产生新的深刻影响提供了机会。具体来说,游戏AI代理应该扮演“制作人”的角色,负责管理长期运行的游戏、玩家社区和现实环境。我们描述了当今游戏行业中四大主要力量的融合,它们共同产生了丰富的数据,为游戏制作中的游戏AI提供了独特的研究机会和挑战。我们列举了这些力量催生的12个新研究领域,以及数据驱动的游戏AI制作人如何解决这些问题的步骤。
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