Computer Simulation and Data Analysis in M...

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Beschreibung

This book provides an introduction to two important aspects of modern bioch- istry, molecular biology, and biophysics: computer simulation and data analysis. My aim is to introduce the tools that will enable students to learn and use some f- damental methods to construct quantitative models of biological mechanisms, both deterministicandwithsomeelementsofrandomness;tolearnhowconceptsofpr- ability can help to understand important features of DNA sequences; and to apply a useful set of statistical methods to analysis of experimental data. The availability of very capable but inexpensive personal computers and software makes it possible to do such work at a much higher level, but in a much easier way, than ever before. TheExecutiveSummaryofthein?uential2003reportfromtheNationalAcademy of Sciences, ¿BIO 2010: Transforming Undergraduate Education for Future - search Biologists¿ [12], begins The interplay of the recombinant DNA, instrumentation, and digital revolutions has p- foundly transformed biological research. The con?uence of these three innovations has led to important discoveries, such as the mapping of the human genome. How biologists design, perform, and analyze experiments is changing swiftly. Biological concepts and models are becoming more quantitative, and biological research has become critically dependent on concepts and methods drawn from other scienti?c disciplines. The connections between the biological sciences and the physical sciences, mathematics, and computer science are rapidly becoming deeper and more extensive.

Zusammenfassung

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: [...]

Inhaltsverzeichnis

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.

Erscheinungsjahr:	2009
Fachbereich:	Allgemeines
Genre:	Biologie
Rubrik:	Naturwissenschaften & Technik
Thema:	Lexika
Medium:	Buch
Reihe:	Biological and Medical Physics, Biomedical Engineering
Inhalt:	xvi 321 S.
ISBN-13:	9781441900845
ISBN-10:	1441900845
Sprache:	Englisch
Herstellernummer:	12242849
Ausstattung / Beilage:	HC runder Rücken kaschiert
Einband:	Gebunden
Autor:	Bloomfield, Victor
Hersteller:	Springer New York Springer US, New York, N.Y. Biological and Medical Physics, Biomedical Engineering
Maße:	241 x 160 x 26 mm
Von/Mit:	Victor Bloomfield
Erscheinungsdatum:	25.06.2009
Gewicht:	0,738 kg

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