Highly Imbalanced Data

SMOTE

Input Data

	Inputs
Target Data	Data Input
Predict Output	Name of the output
X	Other variables
Y(factor)	The unbalanced outcome variable Y allows only factor variables. If the variable is not a factor type(e.g. integer or characters), convert it to a factor.

[Task information of SMOTE]

Workflow Example

R-Flow Task Example Video - SMOTE

R Packages

Packages name: DMwR

Method: SMOTE

References: https://cran.r-project.org/web/packages/DMwR/index.html