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healthcareai-r v0.1.10

Authors: Thatcher, Levi;

healthcareai-r v0.1.10

Abstract

This is the first full release of healthcare.ai for R. Note that This release encompasses basic healthcare ML functionality: Model comparison between random forest, lasso, and mixed model algorithms Feature selection via lasso and random forest feature importance Model deployment to SQL Server, providing top-three most important features Imputation (column mean for numeric and column mode for categorical) Hyperparameter tuning using mtry and number of trees for random forest ROC and PR Curves plotted Model performance evaluated via AU_ROC and AU_PR To assist, these functions are available: groupedLOCF (for longitudinal imputation) findTrends (for Nelson rule 3) convertDateTimeColToDummies to create data-based features from datetime stamp calculateAllCorrelations for correlations across all numeric cols in data frame calculateTargetedCorrelations for correlations across numeric cols and specific column For this release the following infrastructure: is in place: AppveyorCI Roxygen2 mkdocs for website (which files reside in documentation repo)

Keywords

machine learning, data, R, healthcare, data science

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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