/// <summary>
/// Learn the distribution.
/// </summary>
/// <param name="hmm">The HMM.</param>
private void LearnOpdf(HiddenMarkovModel hmm)
{
for (int i = 0; i < hmm.StateCount; i++)
{
ICollection <IMLDataPair> clusterObservations = _clusters
.Cluster(i);
if (clusterObservations.Count < 1)
{
IStateDistribution o = _modelHmm.CreateNewDistribution();
hmm.StateDistributions[i] = o;
}
else
{
var temp = new BasicMLDataSet();
foreach (IMLDataPair pair in clusterObservations)
{
temp.Add(pair);
}
hmm.StateDistributions[i].Fit(temp);
}
}
}
