Improving the Accuracy for Analyzing Heart Diseases Prediction Based on the Ensemble Method

Algorithm 1

The pseudocode of boost algorithm.

	Input: training number of samples M, classifier C, number iteration N
	Output: result E
	Training:
	Normalize weights and make the total weight is w
	Mi = sample from M
	Ci = training classifier on Mi by C
	ei =  ∑ weight (Xi)
	Bi =
	Weight (Xi) = weight (Xi) Bi, for all Xi where Ci (Xi) = yi
	End for
	E = avg ∑ log (1/Bi)
	Ci (Xi) = y