anteo: anteo

In TysonStanley/anteo: Anteo (Exploring Data for Prevention)

Description

The anteo package offers tools that work with Group LASSO (from the grplasso package, random forest objects (from the randomForest package) and conditional inference forest objects (from the party package).

• forest_viz a simple visualization tool for looking at the relationships of the n most imporant variables and the outcome (for randomForest)

• cforest_viz a simple visualization tool for looking at the relationships of the n most imporant variables and the outcome (for cforest)

Details

There are also two simple ggplot2 themes:

• theme_anteo

• theme_anteo_wh

Overall, the package helps with the exploration of large data sets.

Note: anteo means to prevent or go before in latin.

Examples

## Not run: 

library(anteo)
library(randomForest)
library(party)
library(grplasso)

## Random Forest
fit = randomForest(outcome ~ ., data=data)
forest_viz(fit)

## Conditional Inference Forest
fit2 = cforest(outcome ~ ., data=data)
cforest_viz(fit2, data = data, outcome = "outcome")

## Group LASSO
fit = cv_grplasso(outcome ~., .data=data, model = LinReg(), lambda = seq(from=50001, to=1, by=-5000))
fit 


## End(Not run)

TysonStanley/anteo documentation built on May 9, 2019, 5:18 p.m.