Abstract: Presents a novel Web transaction identification method based on Dempster-Shafer (D_S) evidence theory. This method fuses multiple features of Web session to decide whether users interest is changed. Furthermore, light-computation features are used to develop an efficient fusion mechanism to guarantee high performance of the algorithm. Compared with other transaction identification methods, experimental results showed that our method achieves a high performance.