Abstract: Aiming at the weakness of k-medoid algorithm that it is unable effectively to cluster large data set and high- dimension data,kernebbased learning method was introduced to the k-medoid clustering algorithm, kernel-based adaptive k-medoid algorithm was pro

Key words: Cluster, Kernel method, Kernel function, K-medoid, Anomaly detection