// single feature
public int classify(StateOfNature[] classes, double x)
{
if (classes == null)
return -1;
double meu, sigma;
composition_object_normal_distribution = new NormalDistribution();
double maximum_likelihood = double.NegativeInfinity;
int class_index = -1;
for (int i = 0; i < classes.Length; i++)
{
if (classes[i] == null)
continue;
meu = classes[i].get_averaged_meu();
sigma = classes[i].get_averaged_sigma();
double likelihood = composition_object_normal_distribution.my_normal_function(x , meu, sigma);
double prior = classes[i].prior;
if (likelihood * prior > maximum_likelihood)
{
class_index = i;
maximum_likelihood = likelihood * prior;
}
}
return class_index;
}
private void button_render_Click(object sender, EventArgs e)
{
NormalDistribution obj_norm_dist = new NormalDistribution(Double.Parse(textBox_meu.Text), Double.Parse(textBox_sigma.Text));
obj_norm_dist.fill_plot(chart_normal_distribution_probability_density_function);
}
public BayesianInferenceEngine()
{
composition_object_normal_distribution = new NormalDistribution();
}