Quantitative Biology

von Alons Ogueda-Oliva

378 Seiten, Taschenbuch

Kurzbeschreibung des Verlags

Quantitative Biology provides quantitative and data-driven approaches for analyzing biological and bio-inspired systems, covering the foundations of mathematical modeling, analysis, and computation. The book presents a practical mix of both theory and computation for a variety of biological applications, with tied-in, engaging project activities, instruction, programming language, and technological tools. Modeling approaches combine mathematical foundations, statistical reasoning, and computational thinking, with applications in compartmental, agent-based, bio image, biological interaction, and neural network modeling, as well as machine learning, parameter identification, and applications across societal challenges.Each chapter includes exposure to models and modeling, a foundational instructional framework, benchmark applications, and numerical simulations with a literate programming guided style that helps readers go beyond replication models and into prediction and data-driven discovery. A companion website also features interactive code to accompany projects across each chapter.

• Reihe: Academic Press
• ISBN: 9780443274527
• Sprache: Englisch
• Erscheinungsdatum: 29.01.2026
• Größe: 234 x 189 mm
• Verlag: Elsevier Inc