MATLAB File Help: prtOutlierRemovalMissingData |
prtOutlierRemovalMissingData Removes missing data from a prtDataSet NSTDOUT = prtOutlierRemovalMissingData creates a pre-processing object that removes all missing data as outliers. Missing data are respresented as NaN's in the original data set. A prtOutlierRemovalMissingData object also inherits all properties and functions from the prtOutlierRemoval class. For more information on how to control the behaviour of outlier removal objects, see the help for prtOutlierRemoval. Example: dataSet = prtDataGenUnimodal; % Load a data Set outlier = prtDataSetClass([NaN NaN],1); % Create and insert dataSet = catObservations(dataSet,outlier); % an Outlier % Create the prtOutlierRemoval object outRemove = prtOutlierRemovalMissingData('runMode','removeObservation'); outRemove = outRemove.train(dataSet); % Train and run dataSetNew = outRemove.run(dataSet);
Superclasses | prtOutlierRemoval |
Sealed | false |
Construct on load | false |
prtOutlierRemovalMissingData | Need to check this with the string - setting the string in |
dataSet | The training prtDataSet, only stored if verboseStorage is true. |
dataSetSummary | Structure that summarizes prtDataSet. |
isCrossValidateValid | False |
isSupervised | False |
isTrained | Indicates if prtAction object has been trained. |
name | Required by prtAction |
nameAbbreviation | MissingDataRemove |
replaceValue | |
runMode | Operation taken during RUN |
runOnTrainingMode | Operation taken during TRAIN |
showProgressBar | |
userData | User specified data |
validModes | |
verboseStorage | Specifies whether or not to store the training prtDataset. |
crossValidate | Cross validate prtAction using prtDataSet and cross validation keys. | |
get | get the object properties | |
kfolds | Perform K-folds cross-validation of prtAction | |
optimize | Optimize action parameter by exhaustive function maximization. | |
run | Run a prtAction object on a prtDataSet object. | |
set | set the object properties | |
train | Train a prtAction object using training a prtDataSet object. |