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portada Statistics by Simulation: A Synthetic Data Approach
Type
Physical Book
Publisher
Author
Language
English
Pages
456
Format
Paperback
ISBN13
9780691258775

Statistics by Simulation: A Synthetic Data Approach

Carsten F. Dormann; Aaron M. Ellison (Author) · Princeton Univ Pr · Paperback

Statistics by Simulation: A Synthetic Data Approach - Carsten F. Dormann; Aaron M. Ellison

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Synopsis "Statistics by Simulation: A Synthetic Data Approach"

An accessible guide to understanding statistics using simulations, with examples from a range of scientific disciplines Real-world challenges such as small sample sizes, skewed distributions of data, biased sampling designs, and more predictors than data points are pushing the limits of classical statistical analysis. This textbook provides a new tool for the statistical toolkit: data simulations. It shows that using simulation and data-generating models is an excellent way to validate statistical reasoning and to augment study design and statistical analysis with planning and visualization. Although data simulations are not new to professional statisticians, Statistics by Simulation makes the approach accessible to a broader audience, with examples from many fields. It introduces the reasoning behind data simulation and then shows how to apply it in planning experiments or observational studies, developing analytical workflows, deploying model diagnostics, and developing new indices and statistical methods. - Covers all steps of statistical practice, from planning projects to post-hoc analysis and model checking- Provides examples from disciplines including sociology, psychology, ecology, economics, physics, and medicine- Includes R code for all examples, with data and code freely available online- Offers bullet-point outlines and summaries of each chapter- Minimizes the use of jargon and requires only basic statistical background and skills

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