Simulation Algorithms for Computational Systems Biology

1. Auflage 2017
ISBN: 978-3-319-63111-0
Verlag: Springer International Publishing

Buch, Englisch, 238 Seiten, Format (B × H): 160 mm x 241 mm, Gewicht: 5029 g

Reihe: Texts in Theoretical Computer Science. An EATCS Series

This book explains the state-of-the-art algorithms used to simulate biological dynamics. Each technique is theoretically introduced and applied to a set of modeling cases. Starting from basic simulation algorithms, the book also introduces more advanced techniques that support delays, diffusion in space, or that are based on hybrid simulation strategies.

This is a valuable self-contained resource for graduate students and practitioners in computer science, biology and bioinformatics. An appendix covers the mathematical background, and the authors include further reading sections in each chapter.

Zielgruppe

Upper undergraduate

Autoren/Hrsg.

Marchetti, Luca

Thanh, Vo Hong

Priami, Corrado

Fachgebiete

• Mathematik | Informatik EDV | Informatik Angewandte Informatik Bioinformatik
• Mathematik | Informatik EDV | Informatik Informatik Theoretische Informatik
• Technische Wissenschaften Technik Allgemein Modellierung & Simulation
• Naturwissenschaften Biowissenschaften Angewandte Biologie Bioinformatik
• Naturwissenschaften Biowissenschaften Angewandte Biologie Biophysik
• Naturwissenschaften Biowissenschaften Biowissenschaften
• Naturwissenschaften Physik Angewandte Physik Biophysik
• Mathematik | Informatik EDV | Informatik Programmierung | Softwareentwicklung Algorithmen & Datenstrukturen

Inhaltsverzeichnis

Introduction.- Deterministic Simulation Algorithms.- Stochastic Simulation Algorithms.- Hybrid Simulation Algorithms.- Reaction-Diffusion Systems.- Conclusions and Perspectives.

Über Autor(innen)

Luca Marchetti is the head of the computational biology team at COSBI, the Centre for Computational and Systems Biology, a bioinformatics company jointly owned by Microsoft Research and the University of Trento. He is also Contract Professor at the University of Verona, and an Associate Editor of the journal Optimization, Frontiers in Applied Mathematics and Statistics. He is in charge of several research projects in collaboration with important universities and pharmaceutical companies, and he is the author of scientific papers in international journals, books and conference proceedings.

Corrado Priami has been a professor of computer science at the University of Trento since 2001. The results of his PhD thesis on stochastic pi-calculus were the basis for the foundation of COSBI. He has published over 190 scientific papers, given more than 90 invited talks and lectures, and regularly serves in related advisory, scientific, and reviewing boards. He is a visiting professor atStanford University.

Vo Hong Thanh is a researcher at COSBI. His research interests include computational biology, chemical physics, and computational physics.