SODA

Foundations of real-world intelligence

Uesaka, Yoshinori and Kanerva, Pentti and Asoh, Hideki, eds. (2001) Foundations of real-world intelligence. (CSLI-LN) Center for the Study of Language and Information - Lecture Notes . CSLI Publications, Stanford, California. ISBN 1575863383

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Abstract

In 1992 Japan's Ministry of International Trade and Industry (MITI) began a research program in Real World Computing, as a successor to the Fifth Generation Computing program of the previous decade, complementing the fifth-generation approach. Its objective is to lay a foundation and to pursue the technical realisation of humanlike flexible and intelligent information processing. This book collects results of ten years of original research by five research laboratories in Japan and Europe, whose research focus has been the theoretical and algorithmic foundations of intelligence as manifested in the real world an in our dealing with it. Real-world intelligent systems handle complex, uncertain, dynamic, multimodal information in real time. Both explicit and implicit information are important. Hence we need to develop a novel integrated framework of representing knowledge and making inferences based in it. It is impossible to pre-program all the knowledge needed for coping with the variety and complexity of real environments, and therefore learning and adaptation are keys to intelligence. Learning is a kind of meta-programming strategy. Instead of writing programs for specific tasks, we must write programs that modify themselves based on a system's interaction with its environment. The book includes chapters on inference and learning with graphical models, approximate reasoning, evolutionary computation and beyond, methodology of distributed and active learning, and computing with large random patterns. The treatment is mathematically rigorous, and the discussion of issues is of general interest to an educated reader at large. The book provides excellent reading for graduate courses in Computer Science, Cognitive Science, Artificial Intelligence, and Applied Statistics. Yoshinori Uesaka is a professor of information sciences at the Science University of Tokyo. Pentti Kanerva is a senior researcher at the Swedish Institute of Computer Science. Hideki Asoh is a senior researcher at the Electrotechnical Laboratory in Tsukuba City, Japan

Item Type:Book
Additional Information:(Distributed by the Chicago University Press.)
ID Code:3109
Deposited By:INVALID USER
Deposited On:10 Jun 2008
Last Modified:18 Nov 2009 16:17

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