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Physical Models of Living Systems

Philip Nelson (Autor)

Chiliagon Science (Editora)

R$ 258,11
SKU: 9781737540243

Award-winning prof brings you from first-year classes to the frontiers of systems and synthetic biology, epidemic modeling, and imaging. Physical Models of Living Systems is a university textbook that integrates those cutting-edge topics with classic results in statistical inference, control theory, biophysical chemistry and mechanobiology, immunology, and neuroscience, as well as guiding you to create your own stochastic simulations. Instead of offering a huge pile of facts, the discovery-style exposition frequently asks you to reflect on "How could anything like that happen at all?" and then shows how scientists have incrementally peeled back the layers of mystery surrounding these beautiful mechanisms. Working through this book will give you an appreciation for how science has advanced in the past, and the skills and frameworks needed to push forward in the future.


Intended for intermediate-level undergraduates in any science or engineering major, the only prerequisite for this course is first-year physics. Supplementary sections make the book also suitable as the basis of a graduate-level course. This low-cost second edition expands the first one with four new chapters as well as adding add many clarifications and updates. Dozens of exercises are included at all levels of complexity, many involving computer work. Throughout, the goal is for you to gain the fluency needed to derive every result for yourself. 


Along the way, you will acquire several research skills that are often not addressed in traditional courses:

Basic modeling skills, including dimensional analysis, identification of variables, and ODE formulation;

Probabilistic modeling skills, including stochastic simulation;

Data analysis methods, including maximum likelihood and Bayesian methods;

Computer programming using a general-purpose platform like MATLAB or Python, with short codes written from scratch;

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Sobre o Livro

Modelos físicos de sistemas vivos explora tópicos como modelagem estocástica, inferência estatística e teoria de controle aplicados a biologia e epidemiologia.

Ao integrar programação em Python ou MATLAB com exercícios práticos, apresenta métodos como simulações estocásticas e máxima verossimilhança para tratamento e interpretação de dados experimentais.

Destinado a estudantes de nível intermediário, exige apenas física do primeiro ano e oferece seções suplementares que tornam o conteúdo adequado também para cursos de pós-graduação.

Características

Categoria Física
Subcategoria Biologia
Autores Philip Nelson
Sobre o Autor Philip Nelson é autor de livros didáticos que abordam a interseção entre física e biologia, com ênfase em modelos quantitativos e aplicações computacionais.
Idioma Inglês
Quantidade de Páginas 492
Acabamento Brochura
Editora Chiliagon Science
ISBN 9781737540243
Tamanho 20.3x25.4
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