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Think Complexity: Complexity Science and Computational Modeling

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Complexity science uses computation to explore the physical and social sciences. In Think Complexity, you'll use graphs, cellular automata, and agent-based models to study topics in physics, biology, and economics. Whether you're an intermediate-level Python programmer or a student of computational modeling, you'll delve into examples of complex sy...

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Description produit

Marque
GENERIC
Titre
Think Complexity: Complexity Science and Computational Modeling
Éditeur
O'Reilly Media
Type de produit
Paperback
Présentation du livre
Paperback
Date de sortie
8/28/2018 12:00:00 AM
Langue d'origine
English
ISBN
1492040207
Dimensions
7 x 0.4 x 9.1 inches
Nombre de pages
198 pages
Langue
English
Résumé
Complexity science uses computation to explore the physical and social sciences. In Think Complexity, you'll use graphs, cellular automata, and agent-based models to study topics in physics, biology, and economics. Whether you're an intermediate-level Python programmer or a student of computational modeling, you'll delve into examples of complex systems through a series of worked examples, exercises, case studies, and easy-to-understand explanations. In this updated second edition, you will: Work with NumPy arrays and SciPy methods, including basic signal processing and Fast Fourier Transform Study abstract models of complex physical systems, including power laws, fractals and pink noise, and Turing machines Get Jupyter notebooks filled with starter code and solutions to help you re-implement and extend original experiments in complexity; and models of computation like Turmites, Turing machines, and cellular automata Explore the philosophy of science, including the nature of scientific laws, theory choice, and realism and instrumentalism Ideal as a text for a course on computational modeling in Python, Think Complexity also helps self-learners gain valuable experience with topics and ideas they might not encounter otherwise. Read more
Auteur
Allen B. Downey
Date de parution
8/28/2018 12:00:00 AM