Imputing missing data in Clinics dataset by NBI model has an obvious improvement on the classification accuracy, especially for the accuracies of middle stay patients and long stay patients.

• NBI模型对提高病人住院持续时间（Length of Stay, LOS）的预测准确率有显著作用，尤其是中期和长期的预测准确率有明显的提高。