Count Data Analysis - A Comprehensive Guide

Pasquale De Marco

Sinopse

Count data analysis plays a pivotal role in comprehending and interpreting data characterized by non-negative integer values, frequently encountered in fields such as healthcare, finance, economics, and social sciences. This comprehensive guide, "Count Data Analysis: A Comprehensive Guide," provides a thorough exploration of the fundamental concepts, models, and techniques essential for rigorous analysis of count data.

Delving into the intricacies of count data analysis, this book meticulously explains the unique characteristics and applications of count data, addressing the challenges posed by overdispersion and zero-inflation. It then embarks on a comprehensive journey through the diverse landscape of count data models, encompassing the Poisson regression model, negative binomial regression model, zero-inflated models, generalized Poisson regression model, and hurdle models. Each model is meticulously elucidated, emphasizing its assumptions, properties, and estimation procedures, empowering readers with the knowledge to select the most appropriate model for their specific research objectives.

To ensure effective and reliable analysis, the book dedicates a substantial section to model diagnostics and goodness-of-fit assessment. It equips readers with the necessary tools to evaluate model performance, identify potential outliers or influential points, and select the most appropriate model for their specific research objectives.

Furthermore, the book ventures into advanced topics in count data analysis, catering to readers seeking a deeper understanding of the subject. These topics include Bayesian methods, non-homogeneous Poisson processes, count data analysis with time series data, spatial count data analysis, and recent developments in the field.

Throughout the book, a multitude of real-world examples and case studies are meticulously selected to illustrate the practical applications of count data analysis across various disciplines. These examples not only reinforce the theoretical concepts but also provide valuable insights into the nuances of count data analysis in diverse contexts, enabling readers to grasp the practical implications of the methodologies discussed.

With its comprehensive coverage, clear explanations, and practical examples, "Count Data Analysis: A Comprehensive Guide" is an indispensable resource for researchers, practitioners, and students seeking to master the art of count data analysis and gain actionable insights from their data.


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Disponível desde: 02/06/2025.

Comprimento de impressão: 165 páginas.

Ciência e Tecnologia

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