Abstract In practice, noise exists in the process of data collection and hypergraph construction. Therefore, missing, abundant, noisy connections may be introduced into generated structure, which lead to inaccurate inference on hypergraph. Another issue comes from increasing stream, is also very common many applications. It important consider structure evolution methods hypergraph, optimize acc...