The Puzzle of Granular Computing [electronic resource] / by Bruno Apolloni, Witold Pedrycz, Simone Bassis, Dario Malchiodi.Material type: TextLanguage: English Series: Studies in Computational Intelligence: 138Publisher: Berlin, Heidelberg : Springer Berlin Heidelberg, 2008Description: XVIII, 495 p. online resourceContent type: text Media type: computer Carrier type: online resourceISBN: 9783540798644Subject(s): Engineering | Software engineering | Engineering mathematics | Engineering | Appl.Mathematics/Computational Methods of Engineering | Software EngineeringAdditional physical formats: Printed edition:: No titleDDC classification: 519 LOC classification: TA329-348TA640-643Online resources: Click here to access online
The General Framework -- Granule Formation Around Data -- I: Algorithmic Inference -- Modeling Samples -- Inferring from Samples -- II: The Development of Fuzzy Sets -- Construction of Information Granules: From Data and Perceptions to Information Granules -- Estimating Fuzzy Sets -- III: Expanding Granula into Boolean Functions -- The Clustering Problem -- Suitably Representing Data -- IV: Directing Populations -- The Main Paradigms of Social Computation -- If also Ants Are Able... -- V: Granular Constructs -- Granular Constructs -- Identifying Fuzzy Rules -- A Conceptual Synthesis -- Knowledge Engineering.
Rem tene, verba sequentur (Gaius J. Victor, Rome VI century b.c.) The ultimate goal of this book is to bring the fundamental issues of information granularity, inference tools and problem solving procedures into a coherent, unified, and fully operational framework. The objective is to offer the reader a comprehensive, self-contained, and uniform exposure to the subject.The strategy is to isolate some fundamental bricks of Computational Intelligence in terms of key problems and methods, and discuss their implementation and underlying rationale within a well structured and rigorous conceptual framework as well as carefully related to various application facets. The main assumption is that a deep understanding of the key problems will allow the reader to compose into a meaningful mosaic the puzzle pieces represented by the immense variety of approaches present in the literature and in the computational practice. All in all, the main approach advocated in the monograph consists of a sequence of steps offering solid conceptual fundamentals, presenting a carefully selected collection of design methodologies, discussing a wealth of development guidelines, and exemplifying them with a pertinent, accurately selected illustrative material.