metricNames: The evaluation metrics estimated in an experiment

In performanceEstimation: An Infra-Structure for Performance Estimation of Predictive Models

Description

This function can be used to get a vector with the names of the evaluation metrics that were used in a performance estimation experiment.

Usage

metricNames(o)

Arguments

o	An object of class ComparisonResults

Value

A vector of strings (the names of the metrics)

Author(s)

Luis Torgo [e-mail]

References

Torgo, L. (2014) An Infra-Structure for Performance Estimation and Experimental Comparison of Predictive Models in R. arXiv:1412.0436 [cs.MS] http://arxiv.org/abs/1412.0436

See Also

ComparisonResults, performanceEstimation, taskNames, workflowNames

Examples

## Not run: 
## Estimating MSE for 3 variants of both
## regression trees and SVMs, on  two data sets, using one repetition
## of 10-fold CV
library(e1071)
library(DMwR)
data(swiss)
data(mtcars)

## running the estimation experiment
res <- performanceEstimation(
  c(PredTask(Infant.Mortality ~ .,swiss),PredTask(mpg ~ ., mtcars)),
  c(workflowVariants(learner="svm",
                     learner.pars=list(cost=c(1,10),gamma=c(0.01,0.5))),
    workflowVariants(learner="rpartXse",
                     learner.pars=list(se=c(0,0.5,1)))
  ),
  EstimationTask("mse")
  )

## the names of the metrics that were estimated in the above experiment
metricNames(res)

## End(Not run)

performanceEstimation documentation built on May 2, 2019, 6:01 a.m.