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    STATISTICS BY SIMULATION

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    Sinopse

    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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    ISBN9780691273891
    SubtítuloA SYNTHETIC DATA APPROACH (SIMULTANEOUS)
    Pré vendaNão
    Peso1000g
    Autor para link
    Livro disponível - pronta entregaNão
    Dimensões25.4 x 17.78 x 2.54
    IdiomaInglês
    Tipo itemLivro Importado
    Número de páginas456
    Número da edição1ª EDIÇÃO - 2025
    Código Interno1164651
    Código de barras9780691273891
    AcabamentoHARDCOVER
    AutorDORMANN, CARSTEN F.
    EditoraPRINCETON UNIVERSITY PRESS (IPS)
    Sob encomendaSim

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