Naive Bayes classifier is a simple and effective machine learning tool. Based on the principle of naive Bayes classifier, this study deduces the formula of “naive Bayes combination” and constructs the corresponding classifier. It is found through testing that the classifier has superior classification performance and practicality as it overcomes the shortcoming of poor accuracy of naive Bayes classifier and is faster than other classifiers without significant loss of accuracy.