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Probabilistic Cellular Automata, Pierre-Yves Louis; Francesca R. Nardi


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Автор: Pierre-Yves Louis; Francesca R. Nardi
Название:  Probabilistic Cellular Automata
ISBN: 9783030097424
Издательство: Springer
Классификация:








ISBN-10: 3030097420
Обложка/Формат: Soft cover
Страницы: 344
Вес: 0.56 кг.
Дата издания: 2018
Серия: Emergence, Complexity and Computation
Язык: English
Издание: Softcover reprint of
Иллюстрации: 67 tables, color; 67 illustrations, color; 22 illustrations, black and white; xviii, 344 p. 89 illus., 67 illus. in color.
Размер: 234 x 156 x 19
Читательская аудитория: General (us: trade)
Основная тема: Mathematics
Подзаголовок: Theory, Applications and Future Perspectives
Ссылка на Издательство: Link
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Поставляется из: Германии
Описание: This book explores Probabilistic Cellular Automata (PCA) from the perspectives of statistical mechanics, probability theory, computational biology and computer science. PCA are extensions of the well-known Cellular Automata models of complex systems, characterized by random updating rules. Thanks to their probabilistic component, PCA offer flexible computing tools for complex numerical constructions, and realistic simulation tools for phenomena driven by interactions among a large number of neighboring structures. PCA are currently being used in various fields, ranging from pure probability to the social sciences and including a wealth of scientific and technological applications. This situation has produced a highly diversified pool of theoreticians, developers and practitioners whose interaction is highly desirable but can be hampered by differences in jargon and focus. This book – just as the workshop on which it is based – is an attempt to overcome these difference and foster interest among newcomers and interaction between practitioners from different fields. It is not intended as a treatise, but rather as a gentle introduction to the role and relevance of PCA technology, illustrated with a number of applications in probability, statistical mechanics, computer science, the natural sciences and dynamical systems. As such, it will be of interest to students and non-specialists looking to enter the field and to explore its challenges and open issues.
Дополнительное описание: Preface.- Acknowledgements.- 1 Overview: PCA models and issues.- 2 Probabilistic Cellular Automata in Art.- Part I Probability and statistical mechanics.- 3 Basic ideas to approach metastability in Probabilistic Cellular Automata.- 4 Strategic Interaction



Designing beauty: the art of cellular automata

Название: Designing beauty: the art of cellular automata
ISBN: 3319272691 ISBN-13(EAN): 9783319272696
Издательство: Springer
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Цена: 6287.00 р. 6986.00 -10%
Наличие на складе: Есть (1 шт.)
Описание: This fascinating, colourful book offers in-depth insights and first-hand working experiences in the production of art works, using simple computational models with rich morphological behaviour, at the edge of mathematics, computer science, physics and biology.

Probabilistic Cellular Automata

Автор: Pierre-Yves Louis; Francesca R. Nardi
Название: Probabilistic Cellular Automata
ISBN: 3319655566 ISBN-13(EAN): 9783319655567
Издательство: Springer
Рейтинг:
Цена: 19564.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание: This book explores Probabilistic Cellular Automata (PCA) from the perspectives of statistical mechanics, probability theory, computational biology and computer science. PCA are extensions of the well-known Cellular Automata models of complex systems, characterized by random updating rules. Thanks to their probabilistic component, PCA offer flexible computing tools for complex numerical constructions, and realistic simulation tools for phenomena driven by interactions among a large number of neighboring structures. PCA are currently being used in various fields, ranging from pure probability to the social sciences and including a wealth of scientific and technological applications. This situation has produced a highly diversified pool of theoreticians, developers and practitioners whose interaction is highly desirable but can be hampered by differences in jargon and focus. This book – just as the workshop on which it is based – is an attempt to overcome these difference and foster interest among newcomers and interaction between practitioners from different fields. It is not intended as a treatise, but rather as a gentle introduction to the role and relevance of PCA technology, illustrated with a number of applications in probability, statistical mechanics, computer science, the natural sciences and dynamical systems. As such, it will be of interest to students and non-specialists looking to enter the field and to explore its challenges and open issues.

Probabilistic Graphical Models: Principles and Techniques

Автор: Koller Daphne, Friedman Nir
Название: Probabilistic Graphical Models: Principles and Techniques
ISBN: 0262013193 ISBN-13(EAN): 9780262013192
Издательство: MIT Press
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Цена: 21161.00 р.
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Описание:

A general framework for constructing and using probabilistic models of complex systems that would enable a computer to use available information for making decisions.

Most tasks require a person or an automated system to reason -- to reach conclusions based on available information. The framework of probabilistic graphical models, presented in this book, provides a general approach for this task. The approach is model-based, allowing interpretable models to be constructed and then manipulated by reasoning algorithms. These models can also be learned automatically from data, allowing the approach to be used in cases where manually constructing a model is difficult or even impossible. Because uncertainty is an inescapable aspect of most real-world applications, the book focuses on probabilistic models, which make the uncertainty explicit and provide models that are more faithful to reality.

Probabilistic Graphical Models discusses a variety of models, spanning Bayesian networks, undirected Markov networks, discrete and continuous models, and extensions to deal with dynamical systems and relational data. For each class of models, the text describes the three fundamental cornerstones: representation, inference, and learning, presenting both basic concepts and advanced techniques. Finally, the book considers the use of the proposed framework for causal reasoning and decision making under uncertainty. The main text in each chapter provides the detailed technical development of the key ideas. Most chapters also include boxes with additional material: skill boxes, which describe techniques; case study boxes, which discuss empirical cases related to the approach described in the text, including applications in computer vision, robotics, natural language understanding, and computational biology; and concept boxes, which present significant concepts drawn from the material in the chapter. Instructors (and readers) can group chapters in various combinations, from core topics to more technically advanced material, to suit their particular needs.

Cellular Automata in Image Processing and Geometry

Автор: Paul Rosin; Andrew Adamatzky; Xianfang Sun
Название: Cellular Automata in Image Processing and Geometry
ISBN: 3319064304 ISBN-13(EAN): 9783319064307
Издательство: Springer
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Цена: 20896.00 р.
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Описание: The book presents findings, views and ideas on what exact problems of image processing, pattern recognition and generation can be efficiently solved by cellular automata architectures.

Small Universal Cellular Automata in Hyperbolic Spaces

Автор: Maurice Margenstern
Название: Small Universal Cellular Automata in Hyperbolic Spaces
ISBN: 3642442048 ISBN-13(EAN): 9783642442049
Издательство: Springer
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Цена: 20896.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание: This book gives the reader a deep and efficient introduction to an algorithmic approach to hyperbolic geometry. It addresses the issue of universality in an unconventional model of computation, that of cellular automata in hyperbolic spaces.

Probabilistic Finite Element Model Updating Using Bayesian Statistics

Автор: Marwala Tshilidzi
Название: Probabilistic Finite Element Model Updating Using Bayesian Statistics
ISBN: 1119153034 ISBN-13(EAN): 9781119153030
Издательство: Wiley
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Цена: 14565.00 р.
Наличие на складе: Поставка под заказ.

Описание: Probabilistic Finite Element Model Updating Using Bayesian Statistics: Applications to Aeronautical and Mechanical Engineering Tshilidzi Marwala and Ilyes Boulkaibet, University of Johannesburg, South Africa Sondipon Adhikari, Swansea University, UK Covers the probabilistic finite element model based on Bayesian statistics with applications to aeronautical and mechanical engineering Finite element models are used widely to model the dynamic behaviour of many systems including in electrical, aerospace and mechanical engineering. The book covers probabilistic finite element model updating, achieved using Bayesian statistics. The Bayesian framework is employed to estimate the probabilistic finite element models which take into account of the uncertainties in the measurements and the modelling procedure.

The Bayesian formulation achieves this by formulating the finite element model as the posterior distribution of the model given the measured data within the context of computational statistics and applies these in aeronautical and mechanical engineering. Probabilistic Finite Element Model Updating Using Bayesian Statistics contains simple explanations of computational statistical techniques such as Metropolis-Hastings Algorithm, Slice sampling, Markov Chain Monte Carlo method, hybrid Monte Carlo as well as Shadow Hybrid Monte Carlo and their relevance in engineering. Key features: * Contains several contributions in the area of model updating using Bayesian techniques which are useful for graduate students.

* Explains in detail the use of Bayesian techniques to quantify uncertainties in mechanical structures as well as the use of Markov Chain Monte Carlo techniques to evaluate the Bayesian formulations. The book is essential reading for researchers, practitioners and students in mechanical and aerospace engineering.

Cellular Automata and Discrete Complex Systems

Автор: Baetens
Название: Cellular Automata and Discrete Complex Systems
ISBN: 3319926748 ISBN-13(EAN): 9783319926742
Издательство: Springer
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Цена: 6986.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание: This volume constitutes the thoroughly refereed proceedings of the 24th IFIP WG 1.5 International Workshop on Cellular Automata and Discrete Complex Systems, AUTOMATA 2018, held in Ghent, Belgium, in June 2018.The 10 regular papers presented in this book were carefully reviewed and selected from a total of 16 submissions.

Small Universal Cellular Automata in Hyperbolic Spaces

Автор: Maurice Margenstern
Название: Small Universal Cellular Automata in Hyperbolic Spaces
ISBN: 3642366627 ISBN-13(EAN): 9783642366628
Издательство: Springer
Рейтинг:
Цена: 26122.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание: This book gives the reader a deep and efficient introduction to an algorithmic approach to hyperbolic geometry. It addresses the issue of universality in an unconventional model of computation, that of cellular automata in hyperbolic spaces.

Cellular Automata and Discrete Complex Systems

Автор: Alberto Dennunzio; Enrico Formenti; Luca Manzoni;
Название: Cellular Automata and Discrete Complex Systems
ISBN: 3319586300 ISBN-13(EAN): 9783319586304
Издательство: Springer
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Цена: 7685.00 р.
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Описание: This volume constitutes the thoroughly refereed proceedings of the 23rd IFIP WG 1.5 International Workshop on Cellular Automata and Discrete Complex Systems, AUTOMATA 2017, held in Milan, Italy, in June 2017.

The 14 full papers presented together with one full-length invited paper and 2 invited talk abstracts were carefully reviewed and selected from a total of 28 submissions. The papers feature research on correlated models of automata. The topics include aspects and features of such models: dynamics; topological, ergodic, and algebraic aspects; algorithmic and complexity issues; emergent properties; formal languages; symbolic dynamics; tilings; models of parallelism and distributed systems; timing schemes; synchronous versus asynchronous models; phenomenological descriptions; scientific modelling; practical applications.

Cellular Automata: Analysis and Applications

Автор: Karl-Peter Hadeler; Johannes M?ller
Название: Cellular Automata: Analysis and Applications
ISBN: 3319530429 ISBN-13(EAN): 9783319530420
Издательство: Springer
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Цена: 16769.00 р.
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Описание: This book provides an overview of the main approaches used to analyze the dynamics of cellular automata. Pattern formation is related to linear cellular automata, to the Bar-Yam model for the Turing pattern, and Greenberg-Hastings automata for excitable media.

Simulating Complex Systems by Cellular Automata

Автор: Alfons G. Hoekstra; Jiri Kroc; Peter M.A. Sloot
Название: Simulating Complex Systems by Cellular Automata
ISBN: 3642263674 ISBN-13(EAN): 9783642263675
Издательство: Springer
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Цена: 13974.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание: Deeply rooted in mathematics and computer science, Cellular Automata (CA) act as an intuitive modeling paradigm for complex systems. This volume provides an up-to-date introduction to Cellular Automata by delving into the underlying theory, applications, and software.

Cellular Automata in Image Processing and Geometry

Автор: Paul Rosin; Andrew Adamatzky; Xianfang Sun
Название: Cellular Automata in Image Processing and Geometry
ISBN: 3319356321 ISBN-13(EAN): 9783319356327
Издательство: Springer
Рейтинг:
Цена: 15672.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание: The book presents findings, views and ideas on what exact problems of image processing, pattern recognition and generation can be efficiently solved by cellular automata architectures.


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