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Please use this identifier to cite or link to this item: http://hdl.handle.net/2014/37678

Title: Constrained spectral clustering under a local proximity structure assumption
Authors: Wagstaff, Kiri
Xu, Qianjun
des Jardins, Marie
Keywords: spectral clustering
constraints
domain knowledge
Issue Date: May-2005
Publisher: Pasadena, CA : Jet Propulsion Laboratory, National Aeronautics and Space Administration, 2005.
Citation: The 18th International FLAIRS Conference, Clearwater Beach, FL, May 15-17, 2005
Abstract: This work focuses on incorporating pairwise constraints into a spectral clustering algorithm. A new constrained spectral clustering method is proposed, as well as an active constraint acquisition technique and a heuristic for parameter selection. We demonstrate that our constrained spectral clustering method, CSC, works well when the data exhibits what we term local proximity structure.
URI: http://hdl.handle.net/2014/37678
Appears in Collections:JPL TRS 1992+

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