sdafilter

Symmetrized Data Aggregation

CRAN Package

We develop a new class of distribution free multiple testing rules for false discovery rate (FDR) control under general dependence. A key element in our proposal is a symmetrized data aggregation (SDA) approach to incorporating the dependence structure via sample splitting, data screening and information pooling. The proposed SDA filter first constructs a sequence of ranking statistics that fulfill global symmetry properties, and then chooses a data driven threshold along the ranking to control the FDR. For more information, see the website below and the accompanying paper: Du et al. (2020), "False Discovery Rate Control Under General Dependence By Symmetrized Data Aggregation", doi:10.48550/arXiv.2002.11992.


Team


Insights

Last 30 days

This package has been downloaded 111 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 1 times.

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0 downloadsMar 2, 2025
4 downloadsMar 3, 2025
4 downloadsMar 4, 2025
2 downloadsMar 5, 2025
3 downloadsMar 6, 2025
5 downloadsMar 7, 2025
1 downloadsMar 8, 2025
2 downloadsMar 9, 2025
3 downloadsMar 10, 2025
7 downloadsMar 11, 2025
4 downloadsMar 12, 2025
5 downloadsMar 13, 2025
3 downloadsMar 14, 2025
3 downloadsMar 15, 2025
2 downloadsMar 16, 2025
0 downloadsMar 17, 2025
8 downloadsMar 18, 2025
2 downloadsMar 19, 2025
8 downloadsMar 20, 2025
9 downloadsMar 21, 2025
6 downloadsMar 22, 2025
1 downloadsMar 23, 2025
5 downloadsMar 24, 2025
3 downloadsMar 25, 2025
3 downloadsMar 26, 2025
3 downloadsMar 27, 2025
2 downloadsMar 28, 2025
6 downloadsMar 29, 2025
5 downloadsMar 30, 2025
1 downloadsMar 31, 2025
1 downloadsApr 1, 2025
0 downloadsApr 2, 2025
0 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 2025
0
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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 1,575 times in the last 365 days. That's enough downloads to impress a room full of undergrads. A commendable achievement indeed. The day with the most downloads was Jan 21, 2025 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

  • Imports4 packages
  • Suggests1 package