Modeling Life
The Mathematics of Biological Systems
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Beschreibung
From predator-prey populations in an ecosystem, to hormone regulation within the body, the natural world abounds in dynamical systems that affect us profoundly. This book develops the mathematical tools essential for students in the life sciences to describe these interacting systems and to understand and predict their behavior. Complex feedback relations and counter-intuitive responses are common in dynamical systems in nature; this book develops the quantitative skills needed to explore these interactions.
Differential equations are the natural mathematical tool for quantifying change, and are the driving force throughout this book. The use of Euler’s method makes nonlinear examples tractable and accessible to a broad spectrum of early-stage undergraduates, thus providing a practical alternative to the procedural approach of a traditional Calculus curriculum. Tools are developed within numerous, relevant examples, with an emphasis on the construction, evaluation, and interpretation of mathematical models throughout. Encountering these concepts in context, students learn not only quantitative techniques, but how to bridge between biological and mathematical ways of thinking. Examples range broadly, exploring the dynamics of neurons and the immune system, through to population dynamics and the Google PageRank algorithm. Each scenario relies only on an interest in the natural world; no biological expertise is assumed of student or instructor. Building on a single prerequisite of Precalculus, the book suits a two-quarter sequence for first or second year undergraduates, and meets the mathematical requirements of medical school entry. The later material provides opportunities for more advanced students in both mathematics and life sciences to revisit theoretical knowledge in a rich, real-world framework. In all cases, the focus is clear: how does the math help us understand the science?Tackles highly relevant material across the life sciences, using tools best-suited to the field
Driven by real-world examples drawn from biology, ecology, medicine, and beyond
Builds effective mathematical modeling skills from beginning to end
Illustrates every step with engaging, informative graphics in full color
Tackles highly relevant material across the life sciences, using tools best-suited to the field Driven by real-world examples drawn from biology, ecology, medicine, and beyond Builds effective mathematical modeling skills from beginning to end Illustrates every step with engaging, informative graphics in full color Includes supplementary material: sn.pub/extras
Autor*in
Alan Garfinkel
Themen in »Modeling Life«
Calculus for life sciences Differential equations for biology Mathematical modeling for biology Applications to biosciences Dynamical systems in life sciences Dynamical systems in biology Dynamical systems in medicine Feedback systems Euler's method ordinary differential equations
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“The book can serve as an introduction to the field of modeling not only for university students but for any person interested in the field with little or no knowledge of calculus. … This book is a very interesting deviation from this prevailing paradigm. It takes the essence of calculus and presents it in a way which is accessible and usable in the practice of life sciences professionals.” (Svetoslav Markov, zbMATH 1397.92001, 2018)
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