Crisp and Soft Computing with Hypercubical Calculus: New Approaches to Modeling in Cognitive Science and Technology with Parity Logic, Fuzzy Logic, and Evolutionary Computing: 27 - Brossura

Zaus, Michael

Brossura

ISBN 10: 3662113805 ISBN 13: 9783662113806

Casa editrice: Physica, 2013

Riassunto

In Part I, the impact of an integro-differential operator on parity logic engines (PLEs) as a tool for scientific modeling from scratch is presented. Part II outlines the fuzzy structural modeling approach for building new linear and nonlinear dynamical causal forecasting systems in terms of fuzzy cognitive maps (FCMs). Part III introduces the new type of autogenetic algorithms (AGAs) to the field of evolutionary computing. Altogether, these PLEs, FCMs, and AGAs may serve as conceptual and computational power tools.

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Contenuti

Introduction: Parity Logic. Fuzzy Logic. Evolutionary Computing.- Parity Logic: Mathematical Foundations of Parity Logic: The Space Betan 0 (0,1)n. Fundamental Properties of XOR. Foundations of Generalized XOR. Motions, Inner Products, and Genitons.- Binary Signal Analysis in Parity Logic: Standard Function Systems. Towards the Binary Counterpart of Fourier Analysis and the Role of Paritons. Analytical Signal Representations. Shegalkin- and Langlet Transforms.- Modeling Perception and Action in Parity Logic: The Nature of Efficient Action. The Conjugacy of Perception and Action. Intrinsic Measurement Bases. Conclusions.- Parity Logic Engines and Excitable Media: From Feedback Machines to Parity Logic Engines. Parity Logic Engines. Excitable Media and Paritons. Towards Artificial Retina Modeling with Fanions. Conclusions.- Transdisciplinary Perspectives of Parity Logic: The Scope of Parity Integration. Perspectives of Applied Parity Logic.- Fuzzy Logic: Mathematical Foundations of Fuzzy Logic: The Space In = (0,1)n. Conceptual and Computational Foundations. Emergent Meaning, Fuzzy Entropy, and Subsethood. Generalized Fuzzy Inner- and Outer Products.- Causal Modeling with Fuzzy Cognitive Maps: On the History of Cognitive Maps. Fuzzy Cognitive Maps and Causal Reasoning. Formal Properties of Causal Algebra. Constructing and Aggregating FCMs. Real and Virtual Worlds FCMs. Continuous FCMs and Methodological Issues. Conclusions.- Evolutionary Computing: Foundations of Evolutionary Computing: Scientific Modeling from Scratch. Parity Integration in Evolutionary Computation. Algorithmic Compression through Langlet Transforms. N-fold Symmetry Operators and Autogenetic Growth. Parity Logic Engines and Evolutionary Computing. Conclusions.- Fundamentals of Autogenetic Algorithms: A Conceptual Framework of Evolutionary Computing. Theoretical Foundations of Genetic and Autogenetic Algorithms. Computational Foundations of GAs and AGAs. Uni- and Multivariate Search with GAs and AGAs. Multivariate Search in Face Space. Conclusions.

Dalla quarta di copertina

Three transdisciplinary mainstreams of crisp and soft computing are presented in this book. (1) An entirely new approach to scientific modeling from scratch as based on parity logic with new operators for binary computing and the new framework of Langlet transforms. (2) A compact overview of the foundations of fuzzy logic, and a comprehensive treatment of fuzzy nonlinear dynamical predictor systems in terms of fuzzy cognitive maps. Readers interested in new ways of causal modeling and nonlinear forecasting are introduced to fuzzy knowledge engineering as a paradigm shift in intelligent computing. (3) New perspectives for evolutionary computing with an integro-differential operator from parity logic, and a systematic elaboration of autogenetic algorithms for search in high dimensional feature spaces. Readers interested in fast computing, practical applications of causal reasoning with fuzzy logic, and interactive experimental control environments as based on evolutionary computing, will gain significant insights into a variety of computational power tools.

Dettagli dell?edizione

• Editore: Physica
• Data di pubblicazione: 2013
• ISBN 10: 3662113805
• ISBN 13: 9783662113806
• Rilegatura: Copertina flessibile
• Lingua: Inglese
• Numero di pagine: 444