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Introduction to the Modeling and Analysis of Complex...

Introduction to the Modeling and Analysis of Complex Systems

Hiroki Sayama
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About the Textbook
Introduction to the Modeling and Analysis of Complex Systems introduces students to
mathematical/computational modeling and analysis developed in the emerging interdis-
ciplinary field of Complex Systems Science. Complex systems are systems made of a
large number of microscopic components interacting with each other in nontrivial ways.
Many real-world systems can be understood as complex systems, where critically impor-
tant information resides in the relationships between the parts and not necessarily within
the parts themselves.
This textbook offers an accessible yet technically-oriented introduction to the modeling
and analysis of complex systems. The topics covered include: fundamentals of modeling,
basics of dynamical systems, discrete-time models, continuous-time models, bifurcations,
chaos, cellular automata, continuous field models, static networks, dynamic networks, and
agent-based models. Most of these topics are discussed in two chapters, one focusing on
computational modeling and the other on mathematical analysis. This unique approach
provides a comprehensive view of related concepts and techniques, and allows readers
and instructors to flexibly choose relevant materials based on their objectives and needs.
Python sample codes are provided for each modeling example.
Категорії:
Рік:
2015
Видання:
First
Видавництво:
Open SUNY
Мова:
english
Сторінки:
498
ISBN 10:
1942341091
ISBN 13:
9781942341093
Файл:
PDF, 18.71 MB
IPFS:
CID , CID Blake2b
english, 2015
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