public override Curve CreateCurve(double[][] values)
{
Curve curve = new Curve();
CurveBuilder.Sort(values);
double threshold = values[0][0];
int pTotal = CurveBuilder.GetClassCount(values, 1);
int tpCounter = 0;
int fpCounter = 0;
int previousTp = 0;
int previousFp = 0;
for (int i = 0; i < values.Length; i++)
{
if (values[i][0] != threshold && (tpCounter + fpCounter) != 0)
{
double precision =
tpCounter / (double)(tpCounter + fpCounter);
double recall = tpCounter / (double)pTotal;
if (!curve.IsEmpty)
{
// interpolating precision-recall points
interpolate(tpCounter, fpCounter, previousTp,
previousFp, pTotal, curve);
}
Normalize(curve, precision, recall);
previousTp = tpCounter;
previousFp = fpCounter;
threshold = values[i][0];
}
if (values[i][1] == 1)
{
tpCounter++;
}
else
{
fpCounter++;
}
}
// add the last point to the curve
interpolate(tpCounter, fpCounter, previousTp, previousFp, pTotal,
curve);
double p = tpCounter / (double)(tpCounter + fpCounter);
double r = tpCounter / (double)pTotal;
Normalize(curve, p, r);
return(curve);
}
public override Curve CreateCurve(double[][] values)
{
Curve curve = new Curve();
CurveBuilder.Sort(values);
double threshold = values[0][0];
double pTotal = CurveBuilder.GetClassCount(values, 1);
double nTotal = CurveBuilder.GetClassCount(values, 0);
int tpCounter = 0;
int fpCounter = 0;
double x = -1;
double y = -1;
for (int i = 0; i < values.Length; i++)
{
if (values[i][0] != threshold && (tpCounter + fpCounter) != 0)
{
if (curve.IsEmpty)
{
curve.Add(0.0, 0.0);
}
x = (fpCounter == 0 ? 0.0 : fpCounter / nTotal);
y = (tpCounter == 0 ? 0.0 : tpCounter / pTotal);
curve.Add(x, y);
threshold = values[i][0];
}
if (values[i][1] == 1)
{
tpCounter++;
}
else
{
fpCounter++;
}
}
// adds the last point to the curve
x = (fpCounter == 0 ? 0.0 : fpCounter / nTotal);
y = (tpCounter == 0 ? 0.0 : tpCounter / pTotal);
curve.Add(x, y);
curve.Add(1.0, 1.0);
return(curve);
}
public Curve CreateCurve(double[][] values, double[] thresholds)
{
Curve curve = new Curve();
CurveBuilder.Sort(values);
Array.Sort(thresholds);
int pTotal = CurveBuilder.GetClassCount(values, 1);
int tpCounter = 0;
int fpCounter = 0;
int previousTp = 0;
int previousFp = 0;
int index = 0;
for (int i = (thresholds.Length - 1); i >= 0; i--)
{
while ((index < values.Length) &&
(values[index][0] >= thresholds[i]))
{
if (values[index][1] == 1)
{
tpCounter++;
}
else
{
fpCounter++;
}
index++;
}
if ((previousTp != tpCounter) || (previousFp != fpCounter))
{
double precision =
tpCounter / (double)(tpCounter + fpCounter);
double recall = tpCounter / (double)pTotal;
if (curve.IsEmpty)
{
curve.Add(0.0, precision);
}
else
{
// interpolating precision-recall points
interpolate(tpCounter, fpCounter, previousTp,
previousFp, pTotal, curve);
}
Normalize(curve, precision, recall);
previousTp = tpCounter;
previousFp = fpCounter;
}
}
// add the last point to the curve
interpolate(tpCounter, fpCounter, previousTp, previousFp, pTotal,
curve);
double p = tpCounter / (double)(tpCounter + fpCounter);
double r = tpCounter / (double)pTotal;
Normalize(curve, p, r);
return(curve);
}