Bayesian dynamic modelling to assess differential treatment effects on panic attack frequencies

DOI10.1177/1471082X16650777WikidataQ57976963 ScholiaQ57976963MaRDI QIDQ5142154

Tanja Krone, Casper J. Albers, Marieke E. Timmerman

Publication date: 30 December 2020

Published in: Statistical Modelling (Search for Journal in Brave)

zbMATH Keywords

longitudinal datacount datatime series analysismissing datamultilevel models

Mathematics Subject Classification ID

Statistics (62-XX)

Uses Software

• Stan
• BayesDA
• BayesFactor
• RStan
• GitHub

Cites Work

• Practical Bayesian model evaluation using leave-one-out cross-validation and WAIC
• Understanding predictive information criteria for Bayesian models
• Regime switching state-space models applied to psychological processes: handling missing data and making inferences
• Bayesian forecasting and dynamic models.
• Get over it! A multilevel threshold autoregressive model for state-dependent affect regulation
• Finding market structure by sales count dynamics -- multivariate structural time series models with hierarchical structure for count data
• Estimating the dimension of a model
• Inference from iterative simulation using multiple sequences
• Bayesian Measures of Model Complexity and Fit
• Dynamic Linear Models with R
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