model4you

Stratified and Personalised Models Based on Model-Based Trees and Forests

CRAN Package

Model-based trees for subgroup analyses in clinical trials and model-based forests for the estimation and prediction of personalised treatment effects (personalised models). Currently partitioning of linear models, lm(), generalised linear models, glm(), and Weibull models, survreg(), is supported. Advanced plotting functionality is supported for the trees and a test for parameter heterogeneity is provided for the personalised models. For details on model-based trees for subgroup analyses see Seibold, Zeileis and Hothorn (2016) doi:10.1515/ijb-2015-0032; for details on model-based forests for estimation of individual treatment effects see Seibold, Zeileis and Hothorn (2017) doi:10.1177/0962280217693034.


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Insights

Last 30 days

This package has been downloaded 594 times in the last 30 days. More downloads than an obscure whitepaper, but not enough to bring down any servers. A solid effort! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 5 times.

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0 downloadsMar 2, 2025
0 downloadsMar 3, 2025
49 downloadsMar 4, 2025
27 downloadsMar 5, 2025
11 downloadsMar 6, 2025
6 downloadsMar 7, 2025
45 downloadsMar 8, 2025
2 downloadsMar 9, 2025
7 downloadsMar 10, 2025
13 downloadsMar 11, 2025
12 downloadsMar 12, 2025
57 downloadsMar 13, 2025
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21 downloadsMar 15, 2025
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12 downloadsMar 19, 2025
13 downloadsMar 20, 2025
11 downloadsMar 21, 2025
8 downloadsMar 22, 2025
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49 downloadsMar 24, 2025
6 downloadsMar 25, 2025
10 downloadsMar 26, 2025
9 downloadsMar 27, 2025
67 downloadsMar 28, 2025
10 downloadsMar 29, 2025
5 downloadsMar 30, 2025
9 downloadsMar 31, 2025
56 downloadsApr 1, 2025
5 downloadsApr 2, 2025
0 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 2025
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The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 5,560 times in the last 365 days. That's a lot of interest! Someone might even write a blog post about it. The day with the most downloads was Feb 20, 2025 with 75 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


Binaries


Dependencies

  • Depends1 package
  • Imports5 packages
  • Suggests8 packages