public void LogForwardTest2()
{
HiddenMarkovModel hmm = Accord.Tests.Statistics.Models.Markov.
ForwardBackwardAlgorithmTest.CreateModel2();
int[] observations = { 0, 1, 1, 0 };
double[,] expected = Matrix.Log(
ForwardBackwardAlgorithm.Forward(hmm, observations));
double logLikelihood;
double[,] actual =
ForwardBackwardAlgorithm.LogForward(hmm, observations, out logLikelihood);
Assert.IsTrue(expected.IsEqual(actual, 1e-10));
double p = 0;
for (int i = 0; i < hmm.States; i++)
p += Math.Exp(actual[observations.Length - 1, i]);
Assert.AreEqual(0.054814695, p, 1e-8);
Assert.IsFalse(double.IsNaN(p));
}