pair_mine {bullseye}R Documentation

MINE family values

Description

Calculates MINE family values for every numeric variable pair in a dataset.

Usage

pair_mine(d, method = "MIC", handle.na = TRUE, warnings = TRUE, ...)

Arguments

d

A dataframe

method

character vector for the MINE value to be calculated. Subset of "MIC","MAS","MEV","MCN","MICR2", "GMIC", "TIC"

handle.na

If TRUE uses pairwise complete observations to calculate score, otherwise NAs not handled.

warnings

If TRUE, generates a warning for datasets of one row, one column, or with constant variables.

...

other arguments

Details

The values are calculated using mine from minerva

Value

A tibble of class pairwise with scores for numeric variable pairs, or NULL if there are not at least two numeric variables

References

Reshef, David N., et al. "Detecting novel associations in large data sets." science 334.6062 (2011): 1518-1524

Examples

 pair_mine(iris)
 pair_mine(iris, method="MAS")

[Package bullseye version 1.0.0 Index]