Buch, Englisch, 309 Seiten, Format (B × H): 156 mm x 235 mm, Gewicht: 572 g
Reihe: Industrial Electronics
Buch, Englisch, 309 Seiten, Format (B × H): 156 mm x 235 mm, Gewicht: 572 g
Reihe: Industrial Electronics
ISBN: 978-1-4398-8681-6
Verlag: CRC Press
- Introduces the concepts of information granules, information granularity, and granular computing
- Presents the key formalisms of information granules
- Builds on the concepts of information granules with discussion of higher-order and higher-type information granules
- Discusses the operational concept of information granulation and degranulation by highlighting the essence of this tandem and its quantification in terms of the associated reconstruction error
- Examines the principle of justifiable granularity
- Stresses the need to look at information granularity as an important design asset that helps construct more realistic models of real-world systems or facilitate collaborative pursuits of system modeling
- Highlights the concepts, architectures, and design algorithms of granular models
- Explores application domains where granular computing and granular models play a visible role, including pattern recognition, time series, and decision making
Written by an internationally renowned authority in the field, this innovative book introduces readers to granular computing as a new paradigm for the analysis and synthesis of intelligent systems. It is a valuable resource for those engaged in research and practical developments in computer, electrical, industrial, manufacturing, and biomedical engineering. Building from fundamentals, the book is also suitable for readers from nontechnical disciplines where information granules assume a visible position.
Zielgruppe
Researchers, graduate students, senior undergraduate students, and practitioners (engineers, data analysts, and economists) working in industrial electronics, in computer, electrical, manufacturing, and biomedical engineering, and in data analysis.
Autoren/Hrsg.
Fachgebiete
Weitere Infos & Material
Information Granularity, Information Granules, and Granular Computing. Key Formalisms for Representation of Information Granules and Processing Mechanisms. Information Granules of Higher Type and Higher Order, and Hybrid Information Granules. Representation of Information Granules. The Design of Information Granules. Optimal Allocation of Information Granularity: Building Granular Mappings. Granular Description of Data and Pattern Classification. Granular Models: Architectures and Development. Granular Time Series. From Models to Granular Models. Collaborative and Linguistic Models of Decision Making. Index.