Measuring Agreement - Haikady N. Nagaraja

Книга "Измерение согласованности: модели, методы и применение" представляет статистические методологии для анализа распространенных типов данных из экспериментов по сравнению методов и иллюстрирует их применение посредством подробных примеров. Авторы рассматривают анализ данных сравнения методов как двухэтапную процедуру, где для данных находится адекватная модель, а затем применяются статистические методы для соответствующих функций параметров модели.

Электронная Книга «Measuring Agreement» написана автором Haikady N. Nagaraja в году.

Минимальный возраст читателя: 0

Язык: Английский

ISBN: 9781118553145

Presents statistical methodologies for analyzing common types of data from method comparison experiments and illustrates their applications through detailed case studies Measuring Agreement: Models, Methods, and Applications features statistical evaluation of agreement between two or more methods of measurement of a variable with a primary focus on continuous data. The authors view the analysis of method comparison data as a two-step procedure where an adequate model for the data is found, and then inferential techniques are applied for appropriate functions of parameters of the model. The presentation is accessible to a wide audience and provides the necessary technical details and references. In addition, the authors present chapter-length explorations of data from paired measurements designs, repeated measurements designs, and multiple methods; data with covariates; and heteroscedastic, longitudinal, and categorical data. The book also: • Strikes a balance between theory and applications • Presents parametric as well as nonparametric methodologies • Provides a concise introduction to Cohen’s kappa coefficient and other measures of agreement for binary and categorical data • Discusses sample size determination for trials on measuring agreement • Contains real-world case studies and exercises throughout • Provides a supplemental website containing the related datasets and R code Measuring Agreement: Models, Methods, and Applications is a resource for statisticians and biostatisticians engaged in data analysis, consultancy, and methodological research. It is a reference for clinical chemists, ecologists, and biomedical and other scientists who deal with development and validation of measurement methods. This book can also serve as a graduate-level text for students in statistics and biostatistics.