public GestureModel(IEnumerable <ICollection <Touch> > userTraces)
{
models = new HiddenModel[activeFeatures.Length];
var modelCreator = new SimpleMultiplePathsModelCreator();
//calc features foreach trace
foreach (var trace in userTraces)
{
featureTraces.Add(new TraceFeatures(trace));
}
int iModel = 0;
foreach (var feature in activeFeatures)
{
var symbolTracesByFeature = new LinkedList <ICollection <Observation> >();
var symbolGenerator = new ExtremaSymbolGenerator(feature, true);
foreach (var featureTrace in featureTraces)
{
var symbolTraces = symbolGenerator.generateSymbolTrace(featureTrace);
symbolTracesByFeature.AddLast(symbolTraces);
}
models[iModel++] = modelCreator.createModel(symbolTracesByFeature);
}
}
static void Main(string[] args)
{
//Shaik_Circle = 54
//Shaik_Square = 55
/*
* var tracesShaikCircle = SymbolGenerator.getTraces(54,7);
* var tracesShaikSquare = SymbolGenerator.getTraces(55, 7);
* var tracesUserCircle = SymbolGenerator.getTraces(134, 7);
*
* Model model = ModelCreator.createGridModel(tracesShaikCircle);
*
* model.saveToFile("C:\\test.model");
*
* Model reconstructedModel = Model.readFromFile("C:\\test.model");
*
* foreach (var t in tracesShaikCircle)
* {
* double res = model.evaluate(t);
* Console.WriteLine(res);
* }
*/
//var fg = new XFeatureGenerator();
//var generator = new ExtremaSymbolGenerator();
//var creator = new SimpleModelCreator();
//var squareTraces = readUserSymbolTraces("OwnForm_1Finger", generator);
//var model = creator.createModel(squareTraces.First().Value);
//Console.WriteLine(model.evaluate(squareTraces.First().Value.First()));
int nSubsets = 5;
//var generator = new DirectionSymbolGenerator();
var creator = new SimpleMultiplePathsModelCreator();
var circleTraces = readUserSymbolTraces("Circle_1Finger");
var squareTraces = readUserSymbolTraces("Square_1Finger");
var ownFormTraces = readUserSymbolTraces("OwnForm_1Finger");
var crossValidator = new CrossValidator();
////saveSymbolTracesToDatabase();
var resCircle = crossValidator.validate(circleTraces, "Circle_1Finger", nSubsets);
var resSquare = crossValidator.validate(squareTraces, "Square_1Finger", nSubsets);
var resOwnForm = crossValidator.validate(ownFormTraces, "OwnForm_1Finger", nSubsets);
var resAll = resCircle.Concat(resSquare).Concat(resOwnForm);
saveResultsToFile(@"F:\Dropbox\LfS\Code\GestureRecognitionTests\crossValidation_Extrema.csv", resAll);//resAll);
////DBtoExcel(@"D:\Dropbox\LfS\Data\Multitouch_Userstudy\Traces.csv");
}
