The medical history of a patient is an essential piece information in healthcare agencies, which keep records patients. Due to the fact that each person may have different complications, data remain sparse, high-dimensional and possibly inconsistent. knowledge discovery from such not easily manageable for behaviors. It becomes challenge both physicians agencies discover many electronic records....