Man pages for performanceEstimation
An Infra-Structure for Performance Estimation of Predictive Models
| bootEstimates | Performance estimation using (e0 or .632) bootstrap |
| Bootstrap-class | Class "Bootstrap" |
| CDdiagram.BD | CD diagrams for the post-hoc Boferroni-Dunn test |
| CDdiagram.Nemenyi | CD diagrams for the post-hoc Nemenyi test |
| classificationMetrics | Calculate some standard classification evaluation metrics of... |
| ComparisonResults-class | Class "ComparisonResults" |
| CV-class | Class "CV" |
| cvEstimates | Performance estimation using cross validation |
| EstCommon-class | Class '"EstCommon"' |
| EstimationMethod-class | Class "EstimationMethod" |
| EstimationResults-class | Class "EstimationResults" |
| estimationSummary | Obtain a set of descriptive statistics of the scores of a... |
| EstimationTask-class | Class '"EstimationTask"' |
| getIterationsInfo | Obtaining the information returned by a workflow when applied... |
| getIterationsPreds | Obtaining the predictions returned by a workflow when applied... |
| getScores | Obtaining the metric scores on the different iterations for a... |
| getWorkflow | Obtain the workflow object corresponding to an ID |
| hldEstimates | Performance estimation using holdout and random resampling |
| Holdout-class | Class "Holdout" |
| is.classification | Check if a certain predictive task is a classification... |
| is.regression | Check if a certain predictive task is a regression problem |
| knnImp | Fill in NA values with the values of the nearest neighbours |
| LOOCV-class | Class "LOOCV" |
| loocvEstimates | Performance estimation using Leave One Out Cross Validation |
| mcEstimates | Performance estimation for time series prediction tasks using... |
| mergeEstimationRes | Merging several 'ComparisonResults' class objects |
| metricNames | The evaluation metrics estimated in an experiment |
| metricsSummary | Obtains a summary of the individual metric scores obtained by... |
| MonteCarlo-class | Class "MonteCarlo" |
| pairedComparisons | Statistical hypothesis testing on the observed paired... |
| performanceEstimation | Estimate the predictive performance of modeling alternatives... |
| PredTask-class | Class "PredTask" |
| rankWorkflows | Provide a ranking of workflows involved in an estimation... |
| regressionMetrics | Calculate some standard regression evaluation metrics of... |
| responseValues | Obtain the target variable values of a prediction task |
| results2table | Obtains a dplyr data frame table object containing all the... |
| runWorkflow | Run a workflow on a predictive task |
| signifDiffs | Obtains a list with the set of paired differences that are... |
| smote | SMOTE algorithm for unbalanced classification problems |
| standardPOST | A function for applying post-processing steps to the... |
| standardPRE | A function for applying data pre-processing steps |
| standardWF | A function implementing a standard workflow for prediction... |
| subset-methods | Methods for Function 'subset' in Package... |
| taskNames | The prediction tasks involved in an estimation experiment |
| timeseriesWF | A function implementing sliding and growing window standard... |
| topPerformer | Obtain the workflow that best performed in terms of a metric... |
| topPerformers | Obtain the best scores from a performance estimation... |
| Workflow-class | Class "Workflow" |
| workflowNames | The IDs of the workflows involved in an estimation experiment |
| workflowVariants | Generate (parameter) variants of a workflow |
