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51. Semiparametric Modeling of Longitudinal Measurements and Time-to-Event Data–A Two-Stage Regression Calibration Approach

Ye, Wen, Lin, Xihong, Taylor, Jeremy M. G.,

In this article we investigate regression calibration methods to jointly model longitudinal and survival data using a semiparametric longitudinal model and a proportional hazards model. In the longitu...

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52. A Frailty Model for Informative Censoring

Huang, Xuelin, Wolfe, Robert A.,

To account for the correlation between failure and censoring, we propose a new frailty model for clustered data. In this model, the risk to be censored is affected by the risk of failure. This model a...

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53. Two-Level Proportional Hazards Models

Maples, Jerry J., Murphy, Susan A., Axinn, William G.,

We extend the proportional hazards model to a two-level model with a random intercept term and random coefficients. The parameters in the multilevel model are estimated by a combination of EM and Newt...

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54. Structural Time Series Models with Feedback Mechanisms

Guo, Wensheng, Brown, Morton B.,

Structural time series models have applications in many different fields such as biology, economics, and meteorology. A structural time series model can be represented as a state-space model where the...

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55. Mixtures of Varying Coefficient Models for Longitudinal Data with Discrete or Continuous Nonignorable Dropout

Hogan, Joseph W., Lin, Xihong, Herman, Benjamin,

The analysis of longitudinal repeated measures data is frequently complicated by missing data due to informative dropout. We describe a mixture model for joint distribution for longitudinal repeated m...

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56. Mixed-Effect Hybrid Models for Longitudinal Data with Nonignorable Dropout

Yuan, Ying, Little, Roderick J. A.,

Selection models and pattern-mixture models are often used to deal with nonignorable dropout in longitudinal studies. These two classes of models are based on different factorizations of the joint dis...

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57. Pharmacophore and receptor models for neurokinin receptors

Poulsen, Anders, Bjørnholm, Berith, Gundertofte, Klaus, Pogozheva, Irina D., Liljefors, Tommy,

Three neurokinin (NK) antagonist pharmacophore models (Models 1–3) accounting for hydrogen bonding groups in the `head' and `tail' of NK receptor ligands have been developed by use of a new procedure ...

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58. On Predictive Linear Gaussian Models.

Rudary, Matthew R.,

Models are used by artificial agents to make predictions about the future; agents then use these predictions to modify their behavior. In many cases, these models are not known a priori and so the age...

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59. Assumptions of the Two-Step Approach to Latent Variable Modeling

Fornell, Claes, Yi, Youjae,

Although methods for latent variable modeling that allow a joint analysis of measurement and theory have become popular, they are not without difficulties. As these difficulties have become more appar...

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60. Specifications of Models for Cross-Classified Counts

Becker, Mark, Minick, Susan, Yang, Ilsoon,

Log-linear models are useful for analyzing cross-classifications of counts arising in sociology, but it has been argued that in some cases, an alternative approach for formulating models—one based on ...

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