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A Survey on Recent Clustering Methods: Subspace Clustering, Projected Clustering and Biclustering
PhD Qualifying Examination Title: "A Survey on Recent Clustering Methods: Subspace Clustering, Projected Clustering and Biclustering" by Mr. Tengfei LIU Abstract: In the past decade, a large number of clustering algorithms have emerged with the aim to discover clusters which consist of subsets of objects and subsets of attributes. These algorithms are usually known as subspace clustering, projected clustering or biclustering. This survey presents an overall picture of this area. We will introduce and differentiate the general ideas of these three clustering methods, discuss some representative algorithms, compare different approaches and summarize their characteristics. We will also discuss the problem of performance evaluation and summarize various quantitative measures which are used to assess the quality of resulting clusters. Date: Friday, 26 February 2010 Time: 10:00am - 12:00noon Venue: Room 4480 lifts 25/26 Committee Members: Prof. Nevin L Zhang (Supervisor) Prof. Dit-Yan Yeung (Chairperson) Dr. Raymond C W Wong Prof. Weichuan Yu **** ALL are Welcome ****