CGMissingDataR

CGMissingDataR-package

Evaluates predictive performance under feature-level missingness in repeated-measures continuous glucose monitoring-like data. The benchmark injects missing values at user-specified rates, imputes incomplete feature matrices using an iterative chained-equations approach inspired by multivariate imputation by chained equations (MICE; Azur et al. (2011) tools:::Rd_expr_doi("10.1002/mpr.329")), fits Random Forest regression models (Breiman (2001) tools:::Rd_expr_doi("10.1023/A:1010933404324")) and k-nearest-neighbor regression models (Zhang (2016) tools:::Rd_expr_doi("10.21037/atm.2016.03.37")), and reports mean absolute percentage error and R-squared across missingness rates.

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Evaluates predictive performance under feature-level missingness in repeated-measures continuous glucose monitoring-like data. The benchmark injects missing values at user-specified rates, imputes incomplete feature matrices using an iterative chained-equations approach inspired by multivariate imputation by chained equations (MICE; Azur et al. (2011) <doi:10.1002/mpr.329>), fits Random Forest regression models (Breiman (2001) <doi:10.1023/A:1010933404324>) and k-nearest-neighbor regression models (Zhang (2016) <doi:10.21037/atm.2016.03.37>), and reports mean absolute percentage error and R-squared across missingness rates.

Shubh Saraswat

Missingness Benchmark for Continuous Glucose Monitoring Data

Hasin Shahed Shad 

Xiaohua Douglas Zhang

CGMissingDataR-package function

Maintainer: Shubh Saraswat <a href="/link/shubh.saraswat00%40gmail.com?package=CGMissingDataR&version=0.0.1" data-mini-rdoc="CGMissingDataR::shubh.saraswat00@gmail.com">shubh.saraswat00@gmail.com</a> (<a href="https://orcid.org/0009-0009-2359-1484">ORCID</a>) [copyright holder]
Authors:<ul>
<li>Hasin Shahed Shad <a href="/link/hasin.shad%40uky.edu?package=CGMissingDataR&version=0.0.1" data-mini-rdoc="CGMissingDataR::hasin.shad@uky.edu">hasin.shad@uky.edu</a></li>
<li>Xiaohua Douglas Zhang <a href="/link/douglas.zhang%40uky.edu?package=CGMissingDataR&version=0.0.1" data-mini-rdoc="CGMissingDataR::douglas.zhang@uky.edu">douglas.zhang@uky.edu</a> (<a href="https://orcid.org/0000-0002-2486-7931">ORCID</a>)</li>
</ul>

Author

CGMissingDataR: Missingness Benchmark for Continuous Glucose Monitoring Data — CGMissingDataR-package

Maintainer: Shubh Saraswat <a href='mailto:shubh.saraswat00@gmail.com'>shubh.saraswat00@gmail.com</a> (<a href='https://orcid.org/0009-0009-2359-1484'>ORCID</a>) [copyright holder]
Authors:<ul>
<li>Hasin Shahed Shad <a href='mailto:hasin.shad@uky.edu'>hasin.shad@uky.edu</a></li>
<li>Xiaohua Douglas Zhang <a href='mailto:douglas.zhang@uky.edu'>douglas.zhang@uky.edu</a> (<a href='https://orcid.org/0000-0002-2486-7931'>ORCID</a>)</li>
</ul>

CGMissingDataR-package: CGMissingDataR: Missingness Benchmark for Continuous Glucose Monitoring Data

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