‘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 varieties of approaches present in the literature and in the computational practice. Highly unique and relevant book presenting the key fundamentals and practice of GranularComputing Brings the fundamental issues of information granularity and statistical inference into a coherent, unified, and highly operational framework INDICE: The general framework.- Granule formation around data.- Part I Algorithmic Inference.- Modeling samples.- Inferring from samples.- Part II The development of Fuzzy Sets.- Construction of information granules.- Estimating Fuzzy Sets.- Part III Expanding granula into boolean functions.- The clusteringproblem.- Suitably representing data.- Part IV Directing populations.- The main paradigms of social computation.- If also ants are able.- Part V Granular constructs.- Granular Constructs.- Identifying fuzzy rules.- A conceptual synthesis.
- ISBN: 978-3-540-79863-7
- Editorial: Springer
- Encuadernacion: Cartoné
- Páginas: 460
- Fecha Publicación: 01/06/2008
- Nº Volúmenes: 1
- Idioma: Inglés