TSCI

Tools for Causal Inference with Possibly Invalid Instrumental Variables

CRAN Package

Two stage curvature identification with machine learning for causal inference in settings when instrumental variable regression is not suitable because of potentially invalid instrumental variables. Based on Guo and Buehlmann (2022) "Two Stage Curvature Identification with Machine Learning: Causal Inference with Possibly Invalid Instrumental Variables" doi:10.48550/arXiv.2203.12808. The vignette is available in Carl, Emmenegger, Bühlmann and Guo (2023) "TSCI: two stage curvature identification for causal inference with invalid instruments" doi:10.48550/arXiv.2304.00513.


Documentation


Team


Insights

Last 30 days

This package has been downloaded 509 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 4 times.

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Tue
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Sat
0 downloadsMar 2, 2025
0 downloadsMar 3, 2025
53 downloadsMar 4, 2025
11 downloadsMar 5, 2025
3 downloadsMar 6, 2025
3 downloadsMar 7, 2025
51 downloadsMar 8, 2025
2 downloadsMar 9, 2025
4 downloadsMar 10, 2025
10 downloadsMar 11, 2025
5 downloadsMar 12, 2025
56 downloadsMar 13, 2025
5 downloadsMar 14, 2025
11 downloadsMar 15, 2025
2 downloadsMar 16, 2025
26 downloadsMar 17, 2025
34 downloadsMar 18, 2025
5 downloadsMar 19, 2025
10 downloadsMar 20, 2025
7 downloadsMar 21, 2025
5 downloadsMar 22, 2025
8 downloadsMar 23, 2025
55 downloadsMar 24, 2025
7 downloadsMar 25, 2025
4 downloadsMar 26, 2025
4 downloadsMar 27, 2025
60 downloadsMar 28, 2025
1 downloadsMar 29, 2025
7 downloadsMar 30, 2025
2 downloadsMar 31, 2025
54 downloadsApr 1, 2025
4 downloadsApr 2, 2025
0 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 2025
1
60

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 7,407 times in the last 365 days. Impressive! The kind of number that makes colleagues ask, 'How did you do it?' The day with the most downloads was Sep 11, 2024 with 69 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


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Dependencies

  • Imports4 packages
  • Suggests4 packages