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Statistical Design and Analysis of Biological Experiments (Statistics for Biology and Health)

Kaltenbach, Hans-Michael

Verlag: Springer, 2021

ISBN 10: 3030696405 ISBN 13: 9783030696405

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Statistical Design and Analysis of Biological Experiments (Statistics for Biology and Health)

Kaltenbach, Hans-Michael

Verlag: Springer, 2021

ISBN 10: 3030696405 ISBN 13: 9783030696405

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Statistical Design and Analysis of Biological Experiments

Hans-Michael Kaltenbach

Verlag: Springer International Publishing Apr 2021, 2021

ISBN 10: 3030696405 ISBN 13: 9783030696405

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Buch. Zustand: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -This richly illustratedbook provides an overview of the design and analysis of experiments with a focus on non-clinical experiments in the life sciences, including animal research. It covers the most common aspects of experimental design such as handling multiple treatment factors and improving precision. In addition, it addresses experiments with large numbers of treatment factors and response surface methods for optimizing experimental conditions or biotechnological yields.The book emphasizes the estimation of effect sizes and the principled use of statistical arguments in the broader scientific context. It gradually transitions from classical analysis of variance to modern linear mixed models, and provides detailed information on power analysis and sample size determination, including 'portable power' formulas for making quick approximate calculations. In turn, detailed discussions of several real-life examples illustrate the complexities and aberrations that can arise in practice.Chiefly intended for students, teachers and researchers in the fields of experimental biology and biomedicine, the book is largely self-contained and starts with the necessary background on basic statistical concepts. The underlying ideas and necessary mathematics are gradually introduced in increasingly complex variants of a single example. Hasse diagrams serve as a powerful method for visualizing and comparing experimental designs and deriving appropriate models for their analysis. Manual calculations are provided for early examples, allowing the reader to follow the analyses in detail. More complex calculations rely on the statistical software R, but are easily transferable to other software. Though there are few prerequisites for effectively using the book, previous exposure to basic statistical ideas and the software R would be advisable. 284 pp. Englisch. Bestandsnummer des Verk�ufers 9783030696405

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Statistical Design and Analysis of Biological Experiments (Statistics for Biology and Health)

Kaltenbach, Hans-Michael

Verlag: Springer, 2021

ISBN 10: 3030696405 ISBN 13: 9783030696405

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Statistical Design and Analysis of Biological Experiments

Hans-Michael Kaltenbach

Verlag: Springer International Publishing, 2021

ISBN 10: 3030696405 ISBN 13: 9783030696405

Neu Hardcover

Anbieter: AHA-BUCH GmbH, Einbeck, Deutschland

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Buch. Zustand: Neu. Druck auf Anfrage Neuware - Printed after ordering - This richly illustratedbook provides an overview of the design and analysis of experiments with a focus on non-clinical experiments in the life sciences, including animal research. It covers the most common aspects of experimental design such as handling multiple treatment factors and improving precision. In addition, it addresses experiments with large numbers of treatment factors and response surface methods for optimizing experimental conditions or biotechnological yields.The book emphasizes the estimation of effect sizes and the principled use of statistical arguments in the broader scientific context. It gradually transitions from classical analysis of variance to modern linear mixed models, and provides detailed information on power analysis and sample size determination, including 'portable power' formulas for making quick approximate calculations. In turn, detailed discussions of several real-life examples illustrate the complexities and aberrations that can arise in practice.Chiefly intended for students, teachers and researchers in the fields of experimental biology and biomedicine, the book is largely self-contained and starts with the necessary background on basic statistical concepts. The underlying ideas and necessary mathematics are gradually introduced in increasingly complex variants of a single example. Hasse diagrams serve as a powerful method for visualizing and comparing experimental designs and deriving appropriate models for their analysis. Manual calculations are provided for early examples, allowing the reader to follow the analyses in detail. More complex calculations rely on the statistical software R, but are easily transferable to other software. Though there are few prerequisites for effectively using the book, previous exposure to basic statistical ideas and the software R would be advisable. Bestandsnummer des Verk�ufers 9783030696405

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