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An R package for anomaly detection with normal probability density functions.

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dbolotov/amelie

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About

amelie implements anomaly detection with maximum likelihood estimates and normal probability density functions. The package follows the approach described in Andrew Ng's course on machine learning.

Current CRAN version: 0.2.0

Development version (this repository): 0.2.1

Installation

Release from CRAN

install.packages("amelie")

Latest changes from GitHub

# install.packages("devtools")
devtools::install_github("dbolotov/amelie")

Example

library(amelie)

x1 <- c(1,.2,3,1,1,.7,-2,-1)
x2 <- c(0,.5,0,.4,0,1,-.3,-.1)
x <- do.call(cbind,list(x1,x2))
y <- c(0,0,0,0,0,0,1,1)
dframe <- data.frame(x,y)
df_fit <- ad(y ~ x1 + x2, dframe)

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An R package for anomaly detection with normal probability density functions.

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