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jmBIG - MaRDI portal

jmBIG (Q1334044)

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Joint Longitudinal and Survival Model for Big Data
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English
jmBIG
Joint Longitudinal and Survival Model for Big Data

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    0.1.0
    26 April 2023
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    0.1.1
    29 October 2023
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    29 October 2023
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    Provides analysis tools for big data where the sample size is very large. It offers a suite of functions for fitting and predicting joint models, which allow for the simultaneous analysis of longitudinal and time-to-event data. This statistical methodology is particularly useful in medical research where there is often interest in understanding the relationship between a longitudinal biomarker and a clinical outcome, such as survival or disease progression. This can be particularly useful in a clinical setting where it is important to be able to predict how a patient's health status may change over time. Overall, this package provides a comprehensive set of tools for joint modeling of BIG data obtained as survival and longitudinal outcomes with both Bayesian and non-Bayesian approaches. Its versatility and flexibility make it a valuable resource for researchers in many different fields, particularly in the medical and health sciences.
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