Dong Huang, Chang-Dong Wang, Jian-Sheng Wu, Jian-Huang Lai, Chee-Keong Kwoh. Ultra-Scalable Spectral Clustering and Ensemble Clustering. To appear in IEEE Transactions on Knowledge and Data Engineering, 2019.

該論文主要關(guān)注于有限計(jì)算資源下的大規(guī)模聚類(lèi)問(wèn)題。文中提出的超大規(guī)模譜聚類(lèi)(U-SPEC)與超大規(guī)模集成聚類(lèi)(U-SENC)算法，可在單機(jī)(i5+64G)環(huán)境下實(shí)現(xiàn)幾千萬(wàn)規(guī)模非線性可分?jǐn)?shù)據(jù)集的快速、魯棒聚類(lèi)；時(shí)間與空間復(fù)雜度均接近于線性。相關(guān)論文代碼及數(shù)據(jù)集已經(jīng)掛網(wǎng)，歡迎取用：www.researchgate.net/publication/330760669