A Framework for Scientific Discovery through Video Games
暫譯: 透過電子遊戲進行科學發現的框架
Seth Cooper
- 出版商: Morgan & Claypool
- 出版日期: 2014-12-01
- 售價: $1,980
- 貴賓價: 9.5 折 $1,881
- 語言: 英文
- 頁數: 135
- 裝訂: Paperback
- ISBN: 1627055045
- ISBN-13: 9781627055048
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商品描述
As science becomes increasingly computational, the limits of what is computationally tractable become a barrier to scientific progress. Many scientific problems, however, are amenable to human problem solving skills that complement computational power. By leveraging these skills on a larger scale---beyond the relatively few individuals currently engaged in scientific inquiry---there is the potential for new scientific discoveries. This book presents a framework for mapping open scientific problems into video games. The game framework combines computational power with human problem solving and creativity to work toward solving scientific problems that neither computers nor humans could previously solve alone. To maximize the potential contributors to scientific discovery, the framework designs a game to be played by people with no formal scientific background and incentivizes long-term engagement with a myriad of collaborative or competitive reward structures. The framework allows for the continual coevolution of the players and the game to each other: as players gain expertise through gameplay, the game changes to become a better tool. The framework is validated by being applied to proteomics problems with the video game Foldit. Foldit players have contributed to novel discoveries in protein structure prediction, protein design, and protein structure refinement algorithms. The coevolution of human problem solving and computer tools in an incentivized game framework is an exciting new scientific pathway that can lead to discoveries currently unreachable by other methods.
商品描述(中文翻譯)
隨著科學越來越依賴計算,計算上可處理的範圍的限制成為科學進步的障礙。然而,許多科學問題適合利用人類的問題解決技能來補充計算能力。通過在更大範圍內利用這些技能——超越目前從事科學研究的相對少數個體——有潛力實現新的科學發現。本書提出了一個將開放科學問題映射到視頻遊戲的框架。這個遊戲框架結合了計算能力與人類的問題解決和創造力,旨在解決以前無法僅靠計算機或人類單獨解決的科學問題。為了最大化對科學發現的潛在貢獻者,該框架設計了一個遊戲,讓沒有正式科學背景的人也能參與,並激勵他們長期參與,提供各種合作或競爭的獎勵結構。該框架允許玩家與遊戲之間的持續共同演化:隨著玩家通過遊戲獲得專業知識,遊戲也會隨之改變,成為更好的工具。該框架通過應用於蛋白質組學問題的視頻遊戲Foldit來驗證其有效性。Foldit的玩家對蛋白質結構預測、蛋白質設計和蛋白質結構精煉算法的創新發現做出了貢獻。在激勵遊戲框架中,人類問題解決與計算工具的共同演化是一條令人興奮的新科學途徑,能夠導致目前其他方法無法達到的發現。