Estimation of a Nonlinear Intervention Phase Trajectory for Multiple-Baseline Design Data |
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| Authors: | Ian Hembry Rommel Bunuan John M Ferron Wim Van den Noortgate |
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| Institution: | 1. University of Texas at Austin;2. University of South Florida;3. Katholieke Universiteit Leuven, Belgium |
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| Abstract: | A multilevel logistic model for estimating a nonlinear trajectory in a multiple-baseline design is introduced. The model is applied to data from a real multiple-baseline design study to demonstrate interpretation of relevant parameters. A simple change-in-levels (ΔLevels) model and a model involving a quadratic function (Quadratic) for the nonlinear intervention phase data were also estimated. In addition, a simulation study was conducted to assess Markov chain Monte Carlo estimation of the logistic model and compare its trajectory recovery with use of the ΔLevels and Quadratic models. While most of the logistic model's parameter values were recovered well, trajectory recovery was very reasonable using the simpler Quadratic model. Results are discussed along with recommendations for practitioners and directions for future research. |
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| Keywords: | logistic models multiple-baseline design MCMC estimation multilevel models quadratic models |
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