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Commonsense Reasoning: An Event Calculus Based Approach

Autor Erik T. Mueller
en Limba Engleză Paperback – 31 ian 2006
To endow computers with common sense is one of the major long-term goals of Artificial Intelligence research. One approach to this problem is to formalize commonsense reasoning using mathematical logic. Commonsense Reasoning is a detailed, high-level reference on logic-based commonsense reasoning. It uses the event calculus, a highly powerful and usable tool for commonsense reasoning, which Erik T. Mueller demonstrates as the most effective tool for the broadest range of applications. He provides an up-to-date work promoting the use of the event calculus for commonsense reasoning, and bringing into one place information scattered across many books and papers. Mueller shares the knowledge gained in using the event calculus and extends the literature with detailed event calculus solutions to problems that span many areas of the commonsense world.
. Covers key areas of commonsense reasoning including action, change, defaults, space, and mental states.
. The first full book on commonsense reasoning to use the event calculus.
. Contextualizes the event calculus within the framework of commonsense reasoning, introducing the event calculus as the best method overall.
. Focuses on how to use the event calculus formalism to perform commonsense reasoning, while existing papers and books examine the formalisms themselves.
. Includes fully worked out proofs and circumscriptions for every example.
. Describes software tools that can be downloaded and used for automated commonsense reasoning, and real-world applications that have been built using the event calculus."
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Specificații

ISBN-13: 9781493300693
ISBN-10: 1493300695
Pagini: 432
Ediția:
Editura: Morgan Kaufmann Publishers

Cuprins

Part I: Foundations
Part II: Commonsense Phenomena
Part III: Commonsense Domains
Part IV: Default Reasoning
Part V: Programs and Applications
Part VI: Logical and Non-logical Methods
Part VII: Knowledge Acquisition
Part VIII: Conclusion
Part IX: Appendices