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portada Quantitative Biology: Mathematical Modeling and Computation
Type
Physical Book
Publisher
Author
Language
English
Pages
378
Format
Paperback
ISBN13
9780443274527

Quantitative Biology: Mathematical Modeling and Computation

Alonso Ogueda-Oliva; Padmanabhan Seshaiyer (Author) · Academic Press · Paperback

Quantitative Biology: Mathematical Modeling and Computation - Alonso Ogueda-Oliva; Padmanabhan Seshaiyer

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Synopsis "Quantitative Biology: Mathematical Modeling and Computation"

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.

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