public DTWExperiment(bool includeTime, string setName, bool crossValidate, int nTrainingOrSubsets, double pointDistance = 0)
{
this.includeTime = includeTime;
this.dataSourceName = setName;
this.nTrainingOrSubsets = nTrainingOrSubsets;
this.crossValidate = crossValidate;
this.pointDistance = pointDistance;
ISubsetCreator subsetCreator = crossValidate ?
new CrossvalidationSubsetCreator(nTrainingOrSubsets) :
(ISubsetCreator) new SimpleSplitSubsetCreator(nTrainingOrSubsets);
var traceProcessor = (pointDistance > 0) ? new DynamicAreaPointSampling(pointDistance) : null;
GestureDataSet allGestures = DataSets.getTrajectoryDataSet(setName);
if (traceProcessor != null)
{
allGestures = traceProcessor.processAllGestures(allGestures);
}
subsetCreator.createSubsets(allGestures);
trainingSubSets = subsetCreator.getTrainingSubsets();
testSubSets = subsetCreator.getTestSubsets();
}
public DollarExperiment(string setName, bool crossValidate, int nTrainingOrSubsets)
{
this.dataSourceName = setName;
this.nTrainingOrSubsets = nTrainingOrSubsets;
this.crossValidate = crossValidate;
ISubsetCreator subsetCreator = crossValidate ?
new CrossvalidationSubsetCreator(nTrainingOrSubsets) :
(ISubsetCreator) new SimpleSplitSubsetCreator(nTrainingOrSubsets);
GestureDataSet allGestures = DataSets.getTrajectoryDataSet(setName);
subsetCreator.createSubsets(allGestures);
trainingSubSets = subsetCreator.getTrainingSubsets();
testSubSets = subsetCreator.getTestSubsets();
}
public RecognitionExperiment(IRecognitionSystem recognizer, ISubsetCreator subsetCreator, ITraceDataProcessor traceProcessor, string setName)
{
gestureSetName = setName;
this.recognizer = recognizer;
this.subsetCreator = subsetCreator;
this.traceProcessor = traceProcessor;
GestureDataSet allGestures = DataSets.getTrajectoryDataSet(setName);
if (traceProcessor != null)
{
allGestures = traceProcessor.processAllGestures(allGestures);
}
subsetCreator.createSubsets(allGestures);
trainingSubSets = subsetCreator.getTrainingSubsets();
testSubSets = subsetCreator.getTestSubsets();
}
public CHnMMRecognitionExperiment(string setName, bool crossValidate, int nTrainingOrSubsets, IEnumerable <Configuration> configs, ITraceDataProcessor traceProcessor = null)
{
this.dataSourceName = setName;
this.nTrainingOrSubsets = nTrainingOrSubsets;
this.crossValidate = crossValidate;
this.configs = configs;
ISubsetCreator subsetCreator = crossValidate ?
new CrossvalidationSubsetCreator(nTrainingOrSubsets) :
(ISubsetCreator) new SimpleSplitSubsetCreator(nTrainingOrSubsets);
GestureDataSet allGestures = DataSets.getTrajectoryDataSet(setName);
if (traceProcessor != null)
{
allGestures = traceProcessor.processAllGestures(allGestures);
}
subsetCreator.createSubsets(allGestures);
trainingSubSets = subsetCreator.getTrainingSubsets();
testSubSets = subsetCreator.getTestSubsets();
}
