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Cover: 9781032477411 | Foundational and Applied Statistics for Biologists Using R | Aho
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Foundational and Applied Statistics for Biologists Using R
Taschenbuch von Ken A. Aho
Sprache: Englisch

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Beschreibung
Full of biological applications, exercises, and interactive graphical examples, Foundational and Applied Statistics for Biologists Using R presents comprehensive coverage of both modern analytical methods and statistical foundations. The author harnesses the inherent properties of the R environment to enable students to examine the code of complicated procedures step by step and thus better understand the process of obtaining analysis results. The graphical capabilities of R are used to provide interactive demonstrations of simple to complex statistical concepts.

Assuming only familiarity with algebra and general calculus, the text offers a flexible structure for both introductory and graduate-level biostatistics courses. The first seven chapters address fundamental topics in statistics, such as the philosophy of science, probability, estimation, hypothesis testing, sampling, and experimental design. The remaining four chapters focus on applications involving correlation, regression, ANOVA, and tabular analyses.



Unlike classic biometric texts, this book provides students with an understanding of the underlying statistics involved in the analysis of biological applications. In particular, it shows how a solid statistical foundation leads to the correct application of procedures, a clear understanding of analyses, and valid inferences concerning biological phenomena.



Web Resource
An R package (asbio) developed by the author is available from CRAN. Accessible to those without prior command-line interface experience, this companion library contains hundreds of functions for statistical pedagogy and biological research. The author's website also includes an overview of R for novices.

Full of biological applications, exercises, and interactive graphical examples, Foundational and Applied Statistics for Biologists Using R presents comprehensive coverage of both modern analytical methods and statistical foundations. The author harnesses the inherent properties of the R environment to enable students to examine the code of complicated procedures step by step and thus better understand the process of obtaining analysis results. The graphical capabilities of R are used to provide interactive demonstrations of simple to complex statistical concepts.

Assuming only familiarity with algebra and general calculus, the text offers a flexible structure for both introductory and graduate-level biostatistics courses. The first seven chapters address fundamental topics in statistics, such as the philosophy of science, probability, estimation, hypothesis testing, sampling, and experimental design. The remaining four chapters focus on applications involving correlation, regression, ANOVA, and tabular analyses.



Unlike classic biometric texts, this book provides students with an understanding of the underlying statistics involved in the analysis of biological applications. In particular, it shows how a solid statistical foundation leads to the correct application of procedures, a clear understanding of analyses, and valid inferences concerning biological phenomena.



Web Resource
An R package (asbio) developed by the author is available from CRAN. Accessible to those without prior command-line interface experience, this companion library contains hundreds of functions for statistical pedagogy and biological research. The author's website also includes an overview of R for novices.

Inhaltsverzeichnis
FOUNDATIONS: Philosophical and Historical Foundations. Introduction to Probability. Probability Density Functions. Parameters and Statistics. Interval Estimation: Sampling Distributions, Resampling Distributions, and Simulation Distributions. Hypothesis Testing. Sampling Design and Experimental Design. APPLICATIONS: Correlation. Regression. ANOVA. Tabular Analyses. Appendix. References. Index.
Details
Medium: Taschenbuch
ISBN-13: 9781032477411
ISBN-10: 1032477415
Sprache: Englisch
Autor: Aho, Ken A.
Hersteller: CRC Press
Taylor & Francis
Abbildungen: 130 SW-Abb.
Maße: 33 x 178 x 254 mm
Von/Mit: Ken A. Aho
Erscheinungsdatum: 21.01.2023
Gewicht: 1,148 kg
Artikel-ID: 129157962
Inhaltsverzeichnis
FOUNDATIONS: Philosophical and Historical Foundations. Introduction to Probability. Probability Density Functions. Parameters and Statistics. Interval Estimation: Sampling Distributions, Resampling Distributions, and Simulation Distributions. Hypothesis Testing. Sampling Design and Experimental Design. APPLICATIONS: Correlation. Regression. ANOVA. Tabular Analyses. Appendix. References. Index.
Details
Medium: Taschenbuch
ISBN-13: 9781032477411
ISBN-10: 1032477415
Sprache: Englisch
Autor: Aho, Ken A.
Hersteller: CRC Press
Taylor & Francis
Abbildungen: 130 SW-Abb.
Maße: 33 x 178 x 254 mm
Von/Mit: Ken A. Aho
Erscheinungsdatum: 21.01.2023
Gewicht: 1,148 kg
Artikel-ID: 129157962
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