Package: Information 0.0.9

Information: Data Exploration with Information Theory (Weight-of-Evidence and Information Value)

Performs exploratory data analysis and variable screening for binary classification models using weight-of-evidence (WOE) and information value (IV). In order to make the package as efficient as possible, aggregations are done in data.table and creation of WOE vectors can be distributed across multiple cores. The package also supports exploration for uplift models (NWOE and NIV).

Authors:Larsen Kim [aut, cre]

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Information.pdf |Information.html✨
Information/json (API)
NEWS

Peer review:

Bug tracker:https://github.com/klarsen1/information/issues

On CRAN:

10 exports 44 stars 5.93 score 35 dependencies 74 mentions 101 scripts 1.3k downloads

Last updated 8 years agofrom:b3a826a6f8. Checks:OK: 7. Indexed: yes.

Exports:AggregateCheckInputscreate_infotablesis.binaryMultiPlotNWOEpenaltyplot_infotablesSinglePlotWOE

Dependencies:clicodetoolscolorspacedata.tabledoParallelfansifarverforeachggplot2gluegtableisobanditeratorslabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellnlmepillarpkgconfigplyrR6RColorBrewerRcpprlangscalestibbleutf8vctrsviridisLitewithr