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Human-Centric Information Processing Through Granular Modelling

Andrzej Bargiela, Witold Pedrycz (Herausgeber)

Buch | Hardcover

VIII, 404 Seiten

2009
Springer Berlin (Verlag)
978-3-540-92915-4 (ISBN)

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Information granules and their processing permeate a way in which we perceive the world, carryout processing at the conceptual (abstract) level, and communicate our findings to the surrounding environment. The importance of information granulation becomes even more apparent when we are faced with a rapidly growing flood of data, become challenged to make decisions in complex data settings and are required to appreciate the context from which the data is derived. Human centricity of systems that claim to be "intelligent" and the granular computing come hand in hand. It is not surprising at all to witness that the paradigm of Granular Computing has started to gain visibility and continues along this path by gathering interest from the circles of academics and practitioners. It is quite remarkable that the spectrum of application and research areas that have adopted information granulation as a successful strategy for dealing with information complexity covers such diverse fields as bioinformatics, image understanding, environmental monitoring, urban sustainability, to mention few most visible in the literature. Undoubtedly, there are two important aspects of Granular Computing that are worth stressing. First, there are several formalisms in which information granules are articulated so be intervals (sets), fuzzy sets, rough sets, soft sets, approximate sets, near sets and alike. They are complementary and each of them offers some interesting views at the complexity of the world and cyberspace.

Rough-Granular Computing in Human-Centric Information Processing.- Integrative Levels of Granularity.- Affinities between Perceptual Granules: Foundations and Perspectives.- Concept Granular Computing Based on Lattice Theoretic Setting.- Interpretability of Fuzzy Information Granules.- Semantic Driven Fuzzy Clustering for Human-Centric Information Processing Applications.- Many-Valued Logic Tools for Granular Modeling.- Type-2 Fuzzy Logic and the Modelling of Uncertainty in Applications.- Interval Type-2 Fuzzy Logic Applications.- Processing of Information Microgranules within an Individual's Society.- Autonomous Composition of Fuzzy Granules in Ambient Intelligence Scenarios.- Information Processing in Biomedical Applications.- Gene Interactions Sub-networks and Soft Computing.- Uncertain Identification Problems in the Context of Granular Computing.- Visualizing Huge Image Databases by Formal Concept Analysis.- Artificial Dendritic Cells: Multi-faceted Perspectives.

Erscheint lt. Verlag	26.2.2009
Reihe/Serie	Studies in Computational Intelligence
Zusatzinfo	VIII, 404 p.
Verlagsort	Berlin
Sprache	englisch
Maße	155 x 235 mm
Gewicht	753 g
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
	Mathematik / Informatik ► Mathematik ► Angewandte Mathematik
	Technik
Schlagworte	Bioinformatics • Calculus • Computational Intelligence • Databases • fuzzy • Fuzzy Logic • Fuzzy Set • Fuzzy Sets • Granular Computing • Granular Modelling • Informationsverarbeitung • Intelligence • linear optimization • Modeling • Uncertainty
ISBN-10	3-540-92915-0 / 3540929150
ISBN-13	978-3-540-92915-4 / 9783540929154
Zustand	Neuware