studyStrap

Study Strap and Multi-Study Learning Algorithms

CRAN Package

Implements multi-study learning algorithms such as merging, the study-specific ensemble (trained-on-observed-studies ensemble) the study strap, the covariate-matched study strap, covariate-profile similarity weighting, and stacking weights. Embedded within the 'caret' framework, this package allows for a wide range of single-study learners (e.g., neural networks, lasso, random forests). The package offers over 20 default similarity measures and allows for specification of custom similarity measures for covariate-profile similarity weighting and an accept/reject step. This implements methods described in Loewinger, Kishida, Patil, and Parmigiani. (2019) doi:10.1101/856385.


Documentation


Team


Insights

Last 30 days

This package has been downloaded 107 times in the last 30 days. Enough downloads to make a small wave in the niche community. The curiosity is spreading! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 3 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
0 downloadsFeb 9, 2025
0 downloadsFeb 10, 2025
0 downloadsFeb 11, 2025
0 downloadsFeb 12, 2025
5 downloadsFeb 13, 2025
3 downloadsFeb 14, 2025
1 downloadsFeb 15, 2025
2 downloadsFeb 16, 2025
1 downloadsFeb 17, 2025
1 downloadsFeb 18, 2025
2 downloadsFeb 19, 2025
5 downloadsFeb 20, 2025
10 downloadsFeb 21, 2025
7 downloadsFeb 22, 2025
3 downloadsFeb 23, 2025
3 downloadsFeb 24, 2025
2 downloadsFeb 25, 2025
1 downloadsFeb 26, 2025
3 downloadsFeb 27, 2025
4 downloadsFeb 28, 2025
3 downloadsMar 1, 2025
6 downloadsMar 2, 2025
5 downloadsMar 3, 2025
11 downloadsMar 4, 2025
5 downloadsMar 5, 2025
2 downloadsMar 6, 2025
2 downloadsMar 7, 2025
3 downloadsMar 8, 2025
0 downloadsMar 9, 2025
1 downloadsMar 10, 2025
7 downloadsMar 11, 2025
1 downloadsMar 12, 2025
5 downloadsMar 13, 2025
3 downloadsMar 14, 2025
0 downloadsMar 15, 2025
0
11

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 1,590 times in the last 365 days. Consider this 'mid-tier influencer' status—if it were a TikTok, it would get a nod from nieces and nephews. The day with the most downloads was Sep 11, 2024 with 23 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

  • Imports8 packages
  • Suggests2 packages