Download e-book for iPad: Metareasoning: Thinking about Thinking by Michael T. Cox, Anita Raja, Eric Horvitz

By Michael T. Cox, Anita Raja, Eric Horvitz

ISBN-10: 0262014807

ISBN-13: 9780262014809

The means to contemplate our personal pondering may well lie on the center of what it capacity to be either human and clever. Philosophers and cognitive scientists have investigated those issues for a few years. Researchers in synthetic intelligence have long gone extra, trying to enforce real machines that mimic, simulate, and even perhaps mirror this ability, referred to as metareasoning. during this quantity, prime specialists supply quite a few perspectives--drawn from philosophy, cognitive psychology, and computing device science--on reasoning concerning the reasoning method. The ebook bargains an easy version of reasoning approximately cause as a framework for its discussions. Following this framework, the individuals think about metalevel keep an eye on of computational actions, introspective tracking, dispensed metareasoning, and, placing some of these features of metareasoning jointly, types of the self. Taken jointly, the chapters provide an built-in narrative on metareasoning topics from either man made intelligence and cognitive technological know-how views.

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For example, the above value function and associated control policy can be computed off-line, resulting in a very fast reactive metareasoning component. Simple control strategies, such as the above myopic approach, that stop the computation when the marginal value of computation becomes negative can be computed online with little overhead. When solution quality or the state of the environment must be estimated at run time using nontrivial computations, this could introduce a significant overhead.

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Simon, H. A. (1947). Administrative behavior. New York: Macmillan. Simon, H. A. (1982). Models of bounded rationality (vol. 2). Cambridge, MA: MIT Press. 40 S. Zilberstein Wellman, M. P. (1990). Formulation of tradeoffs in planning under uncertainty. London: Pitman. Zilberstein, S. (1993). Operational rationality through compilation of anytime algorithms. D. dissertation, Computer Science Division, University of California, Berkeley. Zilberstein, S. (1996). The use of anytime algorithms in intelligent systems.

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Metareasoning: Thinking about Thinking by Michael T. Cox, Anita Raja, Eric Horvitz


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