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Add confidence interval feature to cv function #9

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MaaniBeigy opened this issue Aug 30, 2021 · 0 comments
Open

Add confidence interval feature to cv function #9

MaaniBeigy opened this issue Aug 30, 2021 · 0 comments
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enhancement New feature or request
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@MaaniBeigy
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🚀 Feature Request

The result would be a dataframe, something like:

est lower upper description
kelley 57.774 41.287 97.894 cv with Kelley 95% CI
mckay 57.774 41.441 108.483 cv with McKay 95% CI
miller 57.774 34.053 81.495 cv with Miller 95% CI
vangel 57.774 41.264 105.426 cv with Vangel 95% CI
mahmoudvand_hassani 57.774 43.476 82.857 cv with Mahmoudvand-Hassani 95% CI
equal_tailed 57.774 43.937 84.383 cv with Equal-Tailed 95% CI
shortest_length 57.774 42.015 81.013 cv with Shortest-Length 95% CI
normal_approximation 57.774 44.533 85.272 cv with Normal Approximation 95% CI
norm 57.774 38.799 78.937 cv with Normal Approximation Bootstrap 95% CI
basic 57.774 35.055 78.167 cv with Basic Bootstrap 95% CI
perc 57.774 38.879 79.174 cv with Bootstrap Percentile 95% CI
bca 57.774 40.807 82.297 cv with Adjusted Bootstrap Percentile (BCa) 95% CI

🔈 Motivation

There are various methods for the calculation of confidence intervals (CI) for cv. All of them are fruitful and have particular use cases. Some of them are model-based hence their usage depends on the assumptions regarding the distribution of data. For sake of versatility, cover almost all of these methods.

📎 Additional context

reference

@MaaniBeigy MaaniBeigy added the enhancement New feature or request label Aug 30, 2021
@MaaniBeigy MaaniBeigy added this to the v1.0.0 milestone Aug 30, 2021
@MaaniBeigy MaaniBeigy self-assigned this Aug 30, 2021
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