2 papers
cs.LG2025
Generalization Performance of Ensemble Clustering: From Theory to Algorithm
Xu Zhang, Haoye Qiu, Weixuan Liang +3
Ensemble clustering has demonstrated great success in practice; however, its theoretical foundations remain underexplored. This paper examines the generalization performance of ens…
cs.LG2024
Similarity and Dissimilarity Guided Co-association Matrix Construction for Ensemble Clustering
Xu Zhang, Yuheng Jia, Mofei Song +1
Ensemble clustering aggregates multiple weak clusterings to achieve a more accurate and robust consensus result. The Co-Association matrix (CA matrix) based method is the mainstrea…