Mathematical Concepts and Methods in Modern Biology, 1st Edition,Raina Robeva,Terrell Hodge,ISBN9780124157804
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Mathematical Concepts and Methods in Modern Biology, 1st Edition

Using Modern Discrete Models

Print Book

Editor(s) : Robeva  &   Hodge  

Release Date:

Imprint: Academic Press

ISBN: 9780124157804

Pages: 376

Dimensions: 235 X 191

Expand your access to the set of mathematical tools and techniques for understanding and solving problems in the biological sciences

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Key Features

  • Features self-contained chapters with real biological research examples using freely available computational tools
  • Spans several mathematical techniques at basic to advanced levels 
  • Offers broad perspective on the uses of algebraic geometry/polynomial algebra in molecular systems biology

Description

Mathematical Concepts and Methods in Modern Biology offers a quantitative framework for analyzing, predicting, and modulating the behavior of complex biological systems. The book presents important mathematical concepts, methods and tools in the context of essential questions raised in modern biology.

Designed around the principles of project-based learning and problem-solving, the book considers biological topics such as neuronal networks, plant population growth, metabolic pathways, and phylogenetic tree reconstruction. The mathematical modeling tools brought to bear on these topics include Boolean and ordinary differential equations, projection matrices, agent-based modeling and several algebraic approaches. Heavy computation in some of the examples is eased by the use of freely available open-source software.

Readership

Researchers, educators, and students engaged in Biological Research and Mathematics

Raina Robeva

Affiliations and Expertise

Sweet Briar College, VA, USA

View additional works by Raina Robeva

Terrell Hodge

Affiliations and Expertise

Western Michigan University, Kalamazoo, MI, USA

Mathematical Concepts and Methods in Modern Biology, 1st Edition

Preface by Raina Robeva and Terrell Hodge
Chapter 1. Mechanisms for Gene Regulation: A Boolean Network Model of the Lac Operon
Chapter 2. Epigenetic Features of the Lac Operon: Comparing Boolean and Ordinary Differential Equations Models
Chapter 3. Inferring the Topology of Gene Regulatory Networks: An Algebraic Approach to Reverse Engineering
Chapter 4. Global Dynamics Emerging from Local Interactions: Agent-based Modeling for the Life Sciences
Chapter 5. Agent-based Models and Optimal Control in Biology: An Algebraic Approach
Chapter 6. Neuronal Networks: A Discrete Model
Chapter 7. Predicting Plant Population Growth: Modeling with Projection Matrices
Chapter 8. Metabolic Pathways Analysis: A Linear Algebraic Approach
Chapter 9. Identifying CpG Islands: Sliding Windows and Hidden Markov Models
Chapter 10. Codon Usage: From Elementary Probability to Algebraic Geometry
Chapter 11. Phylogenetic Tree Reconstruction: Geometric Approaches

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Mathematical Concepts and Methods in Modern Biology