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Home > Computing and Information Technology > Computer science > Artificial intelligence > Expert systems / knowledge-based systems > Granular Computing: An Introduction(717 The Springer International Series in Engineering and Computer Science)
Granular Computing: An Introduction(717 The Springer International Series in Engineering and Computer Science)

Granular Computing: An Introduction(717 The Springer International Series in Engineering and Computer Science)


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About the Book

Granular computing is an emerging conceptual and computing paradigm of information processing. It has been motivated by the urgent need for intelligent processing of empirical data that is now commonly available in vast quantities, into a humanly manageable abstract knowledge. In this sense, granular computing offers a landmark change from the current machine-centric to human-centric approach to information and knowledge. The theoretical foundations of granular computing are exceptionally sound and involve set theory (interval mathematics), fuzzy sets, rough sets, and random sets linked together in a highly comprehensive treatment of this emerging paradigm. This text covers the full spectrum of granular computing from the basic methodology through algorithms and granular worlds, to a representative spectrum of applications.

Table of Contents:
I - Methodology and Mathematical Framework.- 1 Granular Computing as an Emerging Prardigm of Information Processing.- 2 Sets and Intervals.- 3 Fuzzy Sets.- 4 Rough Sets.- 5 Generalisations of Information Granules.- II — Algorithms of Information Granulation.- 6 From Numbers to Information Granules.- 7 Recursive Information Granulation.- 8 Granular Prototyping in Fuzzy Clustering.- 9 Logic-Based Fuzzy Clustering.- 10 Semantical Stability of Information Granules.- III — Granular World Communications.- 11 Communications Between Granular Worlds: Fundamentals.- 12 Networking of Granular Worlds: Collaborative Clustering.- 13 Directional Models of Granular Communication.- 14 Intelligent Agents and Granular Worlds.- 15 Self-Organising Maps in the Design and Processing of Granular Information.- 16 Temporal Granulation and Signal Analysis.- 17 — Granular Data Compression.- 18 Interval State Estimation in Systems Modelling.- Epilogue.


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Product Details
  • ISBN-13: 9781402072734
  • Publisher: Kluwer Academic Publishers
  • Publisher Imprint: Kluwer Academic Publishers
  • Height: 235 mm
  • No of Pages: 452
  • Returnable: Y
  • Sub Title: An Introduction
  • ISBN-10: 1402072732
  • Publisher Date: 30 Nov 2002
  • Binding: Hardback
  • Language: English
  • Returnable: Y
  • Series Title: 717 The Springer International Series in Engineering and Computer Science
  • Width: 155 mm


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Granular Computing: An Introduction(717 The Springer International Series in Engineering and Computer Science)
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Granular Computing: An Introduction(717 The Springer International Series in Engineering and Computer Science)
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