Modeling and Analysis of Method Comparison Data with Skewness and Heavy Tails

DOI10.1007/978-3-319-25433-3_11zbMath1341.62131OpenAlexW2340499941WikidataQ61887022 ScholiaQ61887022MaRDI QIDQ2806334

Dishari Sengupta, Pankaj K. Choudhary, Phillip Cassey

Publication date: 17 May 2016

Published in: Ordered Data Analysis, Modeling and Health Research Methods (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/978-3-319-25433-3_11

zbMATH Keywords

skew-\(t\) distributionmixed effects modelheavy tailed distributiontotal deviation indexconcordance correlationrobust model

Mathematics Subject Classification ID

Multivariate distribution of statistics (62H10) Estimation in multivariate analysis (62H12)

Related Items (2)

An improved measurement error model for analyzing unreplicated method comparison data under asymmetric heavy-tailed distributions ⋮ Robust inference for skewed data in health sciences

Uses Software

• R
• S-PLUS
• Statmod
• MEMSS
• numDeriv
• mvnormtest

Cites Work

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• Linear Mixed Models with Flexible Distributions of Random Effects for Longitudinal Data
• A general skew-\(t\) mixed model that allows different degrees of freedom for random effects and error distributions
• Tests for assessment of agreement using probability criteria
• A tolerance interval approach for assessment of agreement in method comparison studies with repeated measurements
• Skew normal measurement error models
• Modeling Concordance Correlation via GEE to Evaluate Reproducibility
• Overall Concordance Correlation Coefficient for Evaluating Agreement Among Multiple Observers
• A Linear Mixed-Effects Model With Heterogeneity in the Random-Effects Population
• Maximum likelihood estimation via the ECM algorithm: A general framework
• Robust linear mixed models using the skew t distribution with application to schizophrenia data
• Estimating the Generalized Concordance Correlation Coefficient through Variance Components
• Distributions Generated by Perturbation of Symmetry with Emphasis on a Multivariate Skewt-Distribution

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