stabs
Stability Selection with Error Control
Resampling procedures to assess the stability of selected variables with additional finite sample error control for high-dimensional variable selection procedures such as Lasso or boosting. Both, standard stability selection (Meinshausen & Buhlmann, 2010, doi:10.1111/j.1467-9868.2010.00740.x) and complementary pairs stability selection with improved error bounds (Shah & Samworth, 2013, doi:10.1111/j.1467-9868.2011.01034.x) are implemented. The package can be combined with arbitrary user specified variable selection approaches.
- Version0.6-4
- R version≥ 2.14.0 methods
- LicenseGPL-2
- Needs compilation?No
- stabs citation info
- Last release01/29/2021
Documentation
Team
Benjamin Hofner
Torsten Hothorn
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Last 30 days
This package has been downloaded 3,894 times in the last 30 days. Consider this 'mid-tier influencer' status—if it were a TikTok, it would get a nod from nieces and nephews. The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 84 times.
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Last 365 days
This package has been downloaded 38,661 times in the last 365 days. The downloads are officially high enough to crash an underfunded departmental server. Quite an accomplishment! The day with the most downloads was Mar 10, 2025 with 746 downloads.
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Dependencies
- Suggests9 packages
- Reverse Depends3 packages
- Reverse Imports3 packages
- Reverse Suggests2 packages