The paper clusters highly cited documents related to citation analysis and their source documents based on bi-clustering algorithm. Starting from highly cited documents (knowledge bases), it selects source documents most closely related to the highly cited document cluster based on the clustering module to represent the research fronts, summarizes the knowledge bases and research fronts of citation analysis, understands the development of special topics and provides a reference for scientific research.