Metareasoning: Thinking about Thinking

Metareasoning: Thinking about Thinking

Michael T. Cox , Anita Raja , Eric Horvitz
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Mar 18, 2011 · الإنجليزية · غلاف ورقي (352 صفحات)
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تنسيق غلاف ورقي
صفحات 352
لغة الإنجليزية
منشور Mar 18, 2011
الناشر MIT Press
رقم ISBN-10 026253875X
رقم ISBN-13 9780262538756

الوصف

This work delves into the fascinating realm of metareasoning, where experts explore the intricate layers of thought that define how intelligent systems understand and improve their own reasoning processes. Each contributor brings unique insights, uncovering the nuances that allow artificial intelligence to reflect on its decisions, assess its reasoning capabilities, and adapt accordingly.

Through diverse perspectives from leading researchers, the text examines the theoretical foundations and practical applications of metareasoning. Topics range from cognitive models that emulate human thought to algorithms designed to enhance machine learning. The interplay between reasoning and action is scrutinized, showcasing how systems can self-evaluate and make informed choices.

Real-world implications are also highlighted, with discussions on how metareasoning can guide advancements in AI across various fields, from robotics to decision support systems. Readers are invited to ponder the future of intelligent agents that not only perform tasks but also understand the rationale behind their actions.

This exploration of metareasoning not only sheds light on current AI technologies but also challenges the reader to consider the ethical implications of machines that can think about their own thinking. It is a critical contribution to the ongoing dialogue about the relationship between humans and artificial intelligence, setting the stage for future innovations in the field.

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