outlier_ensemble: Master function to three outlier detection methods at once...

In zbeaver4/beavR: Useful and Reusable R Functions from Past Projects

Description

Given a data.frame of observations, determines outliers using dbscan, kmeans, and CADE and returns a dataframe indicating whether each observation was an outlier for that method as well as a sum of the number of the outlier detection methods that voted that observation as an outlier.

Usage

outlier_ensemble (input_df, dbscan_eps_range = seq(0.5, 2, 0.3), dbscan_MinPts_range = seq(3, 6, 1), dbscan_scale = T, kmeans_cluster_max = 10, kmeans_percentile = 95, kmeans_scale = T, cade_prop = 1, all_skip = c(), cade_range = seq(0.3, 0.7, 0.1))

Arguments

all:	see documentation on the three outlier detection functions included in this package

zbeaver4/beavR documentation built on May 4, 2019, 9:12 p.m.