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商品描述
Cognitive Design for Artificial Minds explains the crucial role that human cognition research plays in the design and realization of artificial intelligence systems, illustrating the steps necessary for the design of artificial models of cognition. It bridges the gap between the theoretical, experimental and technological issues addressed in the context of AI of cognitive inspiration and computational cognitive science.
Beginning with an overview of the historical, methodological and technical issues in the field of Cognitively-Inspired Artificial Intelligence, Lieto illustrates how the cognitive design approach has an important role to play in the development of intelligent AI technologies and plausible computational models of cognition. Introducing a unique perspective that draws upon Cybernetics and early AI principles, Lieto emphasizes the need for an equivalence between cognitive processes and implemented AI procedures, in order to realise biologically and cognitively inspired artificial minds. He also introduces the Minimal Cognitive Grid, a pragmatic method to rank the different degrees of biologically and cognitive accuracy of artificial systems in order project and predict their explanatory power with respect to the natural systems taken as source of inspiration.
Providing a comprehensive overview of cognitive design principles in constructing artificial minds, this text will be essential reading for students and researchers of artificial intelligence and cognitive science.
商品描述(中文翻譯)
《認知設計與人工智慧》解釋了人類認知研究在設計和實現人工智慧系統中的關鍵作用，並說明了設計認知模型所需的步驟。它填補了在以認知為靈感的人工智慧和計算認知科學背景下所涉及的理論、實驗和技術問題之間的差距。
從認知啟發人工智慧領域的歷史、方法論和技術問題的概述開始，Lieto說明了認知設計方法在發展智能人工智慧技術和可行的計算認知模型方面的重要作用。他介紹了一種獨特的觀點，借鑒了控制論和早期人工智慧原則，強調了認知過程和實現的人工智慧程序之間的等價性，以實現生物和認知啟發的人工智慧。他還介紹了最小認知網格，這是一種實用的方法，用於對人工系統的生物和認知準確度進行排序，以預測其對作為靈感來源的自然系統的解釋能力。
本書全面介紹了在構建人工智慧的認知設計原則，對於人工智慧和認知科學的學生和研究人員來說，這是必讀之作。
