By Robert P. Kurshan (auth.), Sven Koenig, Robert C. Holte (eds.)
It has been famous because the inception of man-made Intelligence (AI) that abstractions, challenge reformulations, and approximations (AR&A) are principal to human logic reasoning and challenge fixing and to the power of platforms to cause successfully in advanced domain names. AR&A recommendations were used to resolve numerous initiatives, together with automated programming, constraint pride, layout, prognosis, desktop studying, seek, making plans, reasoning, video game enjoying, scheduling, and theorem proving. the first objective of AR&A concepts in such settings is to beat computational intractability. additionally, AR&A options are invaluable for accelerating studying and for summarizing units of ideas. This quantity includes the lawsuits of SARA 2002, the 5th Symposium on Abstraction, Reformulation, and Approximation, held at Kananaskis Mountain resort, Kananaskis Village, Alberta (Canada), August 2 four, 2002. The SARA sequence is the continuation of 2 separate threads of workshops: AAAI workshops in 1990 and 1992, and an advert hoc sequence starting with the "Knowledge Compilation" workshop in 1986 and the "Change of illustration and Inductive Bias" workshop in 1988 with followup workshops in 1990 and 1992. the 2 workshop sequence merged in 1994 to shape the 1st SARA. next SARAs have been held in 1995, 1998, and 2000.
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Each action is either a primitive (single-step) action or a closed-loop policy over primitive actions. Dynamic Bayes networks (DBNs)  are a popular tool for modeling transitions across factored MDPs. Let Xit denote the state variable Xi at time t Spatiotemporal Abstraction of Stochastic Sequential Processes 39 and Xit+1 the variable at time t + 1. Also, let A denote the set of underlying primitive actions. , Xnt+1 } and each node Xit+1 is associated with a conditional probability table (CPT) P (Xit+1 |φ(Xit+1 ), a) in which φ(Xit+1 ) denotes the parents of Xit+1 in the graph.
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Abstraction, Reformulation, and Approximation: 5th International Symposium, SARA 2002 Kananaskis, Alberta, Canada August 2–4, 2002 Proceedings by Robert P. Kurshan (auth.), Sven Koenig, Robert C. Holte (eds.)