Shiyou Lian

Principles of Imprecise-Information Processing (eBook, PDF)

A New Theoretical and Technological System on Flexible Linguistic Information

• Format: PDF

Produktbeschreibung

This book reveals the origin of imprecise information and establishes the mathematical models of flexible words and related mathematical and logical theories. It presents a set of models and algorithms of reasoning and computation, thus building a platform for related applications and laying a foundation for further research.

Applying the theories and technologies in the book builds flexible AI systems to solve corresponding clustering, classification, judging, recognition, control, prediction, regression, etc., problems, and to enhance the Agent's and Robot's abilities to perceive environment and control behavior. Combine large language models (LLMs) with flexible linguistic information technologies in the book to enhance and extend the capability of natural language processing, and to realize understanding and generation of flexible words.

This book differentiates imprecision from the uncertainty of information and explicitly treats imprecise-information processing as an independent subject. Imprecise-information processing is an indispensable research topic and branch field of artificial intelligence. With a new perspective and idea, the book starts from the origin of imprecise information, comprehensively and systematically expounds the principles, methods, and applications of imprecise-information processing, and establishes a new theoretical and technological system different from fuzzy technology on flexible linguistic information.

The audience of this book includes scholars, engineers, teachers, Ph.D. candidates, postgraduates, and advanced undergraduates in the fields of artificial intelligence, natural language processing, Agent, Robot, automation, information, computer, logics, mathematics, language, as well as brain and cognitive science, etc.

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Produktdetails

• Verlag: Springer Nature Singapore
• Seitenzahl: 639
• Erscheinungstermin: 2. November 2024
• Englisch
• ISBN-13: 9789819764259
• Artikelnr.: 72052585

Autorenporträt

Shiyou Lian is a senior AI scholar. He was the guide of computer science and technology discipline and a postgraduate adviser. He was a member of China Computer Federation and a member of a professional board of Chinese Association for Artificial Intelligence. He presided or participated in over 10 scientific research projects including the projects of National Natural Science Foundation of China and National 863 Hi-tech, and won multiple awards. Especially, he developed alone an expert system software, which was popularized and applied and won awards. He is the sole or first author of over 30 academic papers and sole author of 4 monographs and 8 textbooks, and he also won many awards in teaching, including 2 provincial second prizes.

Inhaltsangabe

Overview of Imprecise-Information Processing.- Flexible Concepts and Flexible Linguistic Values and Their Mathematical Models.- Modeling of Flexible Concepts.- Flexible Sets and Operations on Flexible Sets.- Flexible Linguistic Values, and Operations on Flexible Linguistic Values.- Superposition, Quantification, Conversion and Generalization of Flexible Linguistic Values.- Relatively-Opposite Flexible Linguistic Values and Relatively-Opposite Flexible Sets.- Correspondence between Flexible Sets, and Flexible Linguistic Functions.- Flexible Numbers and Flexible Functions.- Truth Degreed Logic and Corresponding Inference.- Flexible Linguistic Truth-Valued Logic and Corresponding Inference.- Adjoint Functions of a Flexible Linguistic Rule.- Reasoning and Computation with Flexible Linguistic Rules.- Approximate Evaluation of Flexible Linguistic Functions.- Approximate Reasoning and Computation Based on the Approximate Evaluation Principle of Flexible Linguistic Functions.- Imprecise-Problem Solving and Flexible Intelligent Systems.- Imprecise-Knowledge Discovery.- Several Measures of Sets and Flexible Sets.- Quantifiable Rigid Linguistic Values and Related Theories.- Methodology of Imprecise-Information Processing, and Some Other Application Problems.- Probabilities of Random Flexible Events.- Degrees of Believability of Flexible Propositions and Reasoning with Believability-Degrees.- Some Discussions about Possibly-Type Modal Propositions and Rules.- Several Further Research Directions and Topics.

Rezensionen

"This research monograph is devoted to so-called flexible concepts (flexible sets) aimed at the representation and processing imprecision in systems analysis. ... the book could be of interest to various groups of readers as offering yet another avenue of representing and processing imprecise information." (Witold Pedrycz, zbMATH 1370.68006, 2017)