Buch, Englisch, 332 Seiten, Format (B × H): 184 mm x 255 mm, Gewicht: 791 g
Buch, Englisch, 332 Seiten, Format (B × H): 184 mm x 255 mm, Gewicht: 791 g
ISBN: 978-1-03-211648-8
Verlag: Taylor & Francis Ltd
Modeling and Simulation in Python introduces fundamental computational modeling techniques that are used in a variety of science and engineering disciplines. It emphasizes algorithmic thinking skills using different computational environments, and includes a number of interesting examples, including Shakespeare, movie databases, virus spread, and Chess.
Key Features:
- Several theories and applications are provided, each with working Python scripts.
- All Python functions written for this book are archived on GitHub.
Readers do not have to be Python experts, but a working knowledge of the language is required. Students who want to know more about the foundations of modeling and simulation will find this an educational and foundational resource.
Zielgruppe
Academic
Autoren/Hrsg.
Fachgebiete
- Mathematik | Informatik EDV | Informatik Programmierung | Softwareentwicklung Programmierung: Methoden und Allgemeines
- Mathematik | Informatik EDV | Informatik Programmierung | Softwareentwicklung Programmier- und Skriptsprachen
- Mathematik | Informatik EDV | Informatik Informatik Mensch-Maschine-Interaktion Informationsarchitektur
- Mathematik | Informatik EDV | Informatik Daten / Datenbanken Datenbankdesign & Datenbanktheorie
- Mathematik | Informatik EDV | Informatik Programmierung | Softwareentwicklung Spiele-Programmierung, Rendering, Animation
- Mathematik | Informatik EDV | Informatik Professionelle Anwendung Computersimulation & Modelle, 3-D Graphik
Weitere Infos & Material
Preface
Software
1. Introduction
2. Random Values
3. Application of Random Values
4. The Monte Carlo Method
5. Modeling Self-Organization
6. Hidden Markov Models
7. Identification of Start Codons
8. HMM Application in Baseball
9. Hidden Shakespeare Model
10. Connected Data
11. Gene Expression Arrays
12. Simultaneous Equations
13. Simulations of Motion
14. Oscillations
15. Coupled Differential Equations
16. Extraordinary Number of Solutions
17. Agent Based Modeling - Virus Spread
18. Chess
Bibliography
Index