To better video data mining and analysis of video content, a multi-modality video scene segmentation algorithm with semantic concept is proposed based on SimFusion, locality preserving projections ( LPP), support vector machine ( SVM ), and semantic overlapped shot linked algorithm in this paper. Take full account of temporal associated co-occurring of multimodal media data in video, and using multi-modality subspace correlation propagation, the video shot similarity is calculated, then semantic space coordinates obtained by reducing the di...