Item description for Sequence Learning: Paradigms, Algorithms, and Applications (Lecture Notes in Computer Science) by Ron Sun & C. Lee Giles...
Sequential behavior is essential to intelligence in general and a fundamental part of human activities, ranging from reasoning to language, and from everyday skills to complex problem solving. Sequence learning is an important component of learning in many tasks and application fields: planning, reasoning, robotics natural language processing, speech recognition, adaptive control, time series prediction, financial engineering, DNA sequencing, and so on. This book presents coherently integrated chapters by leading authorities and assesses the state of the art in sequence learning by introducing essential models and algorithms and by examining a variety of applications. The book offers topical sections on sequence clustering and learning with Markov models, sequence prediction and recognition with neural networks, sequence discovery with symbolic methods, sequential decision making, biologically inspired sequence learning models.
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Est. Packaging Dimensions: Length: 1" Width: 6.25" Height: 9" Weight: 1.35 lbs.
Release Date Mar 1, 2001
ISBN 3540415971 ISBN13 9783540415978
Availability 0 units.
More About Ron Sun & C. Lee Giles
Dr. Ron Sun is Professor of Cognitive Science at Rensselaer Polytechnic Institute. A well-known researcher in the field of cognitive science, Sun explores the fundamental structure of the human mind and aims for the synthesis of many interesting intellectual ideas into one coherent model of cognition. The goal is to form a generic cognitive architecture that captures a variety of cognitive processes in a unified way and thus to provide unified explanations for a wide range of cognitive data. To do so, for the past two decades, he has been advocating the use of hybrid connectionist-symbolic systems in developing cognitive models and he has been developing theories of human skill learning and human everyday reasoning as the centerpieces of the cognitive architecture.
Ron Sun was born in 1960 and has an academic affiliation as follows - Rensselaer Polytechnic Institute, New York The Univ. of Alabama, Tusca.