Introduction to Mathematics for Computational Biology

2023
ISBN: 978-3-031-36565-2
Verlag: Springer International Publishing

Buch, Englisch, 264 Seiten, Format (B × H): 160 mm x 241 mm, Gewicht: 582 g

Reihe: Techniques in Life Science and Biomedicine for the Non-Expert

This introductory guide provides a thorough explanation of the mathematics and algorithms used in standard data analysis techniques within systems biology, biochemistry, and biophysics. Each part of the book covers the mathematical background and practical applications of a given technique. Readers will gain an understanding of the mathematical and algorithmic steps needed to use these software tools appropriately and effectively, as well how to assess their specific circumstance and choose the optimal method and technology. Ideal for students planning for a career in research, early-career researchers, and established scientists undertaking interdisciplinary research.

Zielgruppe

Professional/practitioner

Autoren/Hrsg.

Carpentieri, Bruno

Lecca, Paola

Fachgebiete

• Naturwissenschaften Biowissenschaften Biowissenschaften
• Naturwissenschaften Biowissenschaften Angewandte Biologie Bioinformatik
• Naturwissenschaften Biowissenschaften Biochemie (nichtmedizinisch)
• Naturwissenschaften Biowissenschaften Angewandte Biologie Biomathematik

Inhaltsverzeichnis

1. Introduction to graph theory.- 2. Biological networks.- 3. Network inference for drug discovery- 4. Introduction to differential and integral calculus.- 5. Modelling chemical reactions.- 6. Reaction-diffusion systems.- 7. Linear algebra background.- 8. Regression.- 9. Cardiac electrophysiology.-

Über Autor(innen)

Paola Lecca, Assistant Professor, Faculty of Engineering, Free University of Bozen-Bolzano, ItalyBruno Carpentieri, Associate Professor, Faculty of Engineering, Free University of Bozen-Balzano, Italy