Computer Simulation and Data Analysis in Molecular Biology and Biophysics: An Introduction Using R: Biological and Medical Physics, Biomedical Engineering
Autor Victor Bloomfielden Limba Engleză Hardback – 25 iun 2009
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Specificații
ISBN-13: 9781441900845
ISBN-10: 1441900845
Pagini: 344
Ilustrații: XVI, 321 p.
Dimensiuni: 155 x 235 x 25 mm
Greutate: 0.61 kg
Ediția:2009
Editura: Springer
Colecția Springer
Seria Biological and Medical Physics, Biomedical Engineering
Locul publicării:New York, NY, United States
ISBN-10: 1441900845
Pagini: 344
Ilustrații: XVI, 321 p.
Dimensiuni: 155 x 235 x 25 mm
Greutate: 0.61 kg
Ediția:2009
Editura: Springer
Colecția Springer
Seria Biological and Medical Physics, Biomedical Engineering
Locul publicării:New York, NY, United States
Public țintă
ResearchCuprins
The Basics of R.- Calculating with R.- Plotting with R.- Functions and Programming.- Data and Packages.- Simulation of Biological Processes.- Equilibrium and Steady State Calculations.- Differential Equations and Reaction Kinetics.- Population Dynamics.- Diffusion and Transport.- Regulation and Control of Metabolism.- Models of Regulation.- Analyzing DNA and Protein Sequences.- Probability and Population Genetics.- DNA Sequence Analysis.- Statistical Analysis in Molecular and Cellular Biology.- Statistical Analysis of Data.- Microarrays.
Recenzii
From the reviews:“This book targets biochemistry and molecular biophysics students who have prior knowledge of a few subjects, including mathematics, statistics, and modeling, and possess very basic programming skills. Examples and illustrations are ample throughout the text, and the writing style is plain and efficient. … this book mostly appropriate for students or researchers who have prior exposure to the related subjects. Summing Up: Recommended. Upper-division undergraduates through researchers/faculty.” (D. Papamichail, Choice, Vol. 47 (5), January, 2010)
Textul de pe ultima copertă
This book provides an introduction, suitable for advanced undergraduates and beginning graduate students, to two important aspects of molecular biology and biophysics: computer simulation and data analysis. It introduces tools to enable readers to learn and use fundamental methods for constructing quantitative models of biological mechanisms, both deterministic and with some elements of randomness, including complex reaction equilibria and kinetics, population models, and regulation of metabolism and development; to understand how concepts of probability can help in explaining important features of DNA sequences; and to apply a useful set of statistical methods to analysis of experimental data from spectroscopic, genomic, and proteomic sources.
These quantitative tools are implemented using the free, open source software program R. R provides an excellent environment for general numerical and statistical computing and graphics, with capabilities similar to Matlab®. Since R is increasingly used in bioinformatics applications such as the BioConductor project, it can serve students as their basic quantitative, statistical, and graphics tool as they develop their careers
These quantitative tools are implemented using the free, open source software program R. R provides an excellent environment for general numerical and statistical computing and graphics, with capabilities similar to Matlab®. Since R is increasingly used in bioinformatics applications such as the BioConductor project, it can serve students as their basic quantitative, statistical, and graphics tool as they develop their careers
Caracteristici
Covers many of the major quantitative topics in modern molecular and cell biology and biophysics Presents both standard and cutting-edge topics such as regulation of metabolism and development Treats both computer simulation and statistics Takes a computational approach that most students find more appealing than analytical mathematics Uses the powerful, open-source, cross-platform computer language R Includes supplementary material: sn.pub/extras