Abstract: K-Nearest Neighbor algorithm（KNN） and Bayesian network classification algorithrn（BN） are currently widely used classification algorithms. At first, this paper analyzes the KNN and BN classified features, and then retains the merits of two classification a

Key words: Bayesian network, K-nearest neighbor algorithm, Distance-weighted