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Set-based preferences Constrained Clustering

Set-based preferences

Marie desJardins, Eric Eaton, and Kiri Wagstaff, Learning User Preferences for Sets of Objects. Proceedings of the Twenty-Third International Conference on Machine Learning, 2006.

Marie desJardins and Kiri Wagstaff, DD-PREF: A Language for Expressing Preferences Over Sets. In Proceedings of the Twentieth National Conference on Artificial Intelligence, p. 620-626, 2005.

Constrained Clustering

Ian Davidson, Kiri L. Wagstaff, and Sugato Basu, Measuring Constraint-Set Utility for Partitional Clustering Algorithms. Proceedings of the 10th European Conference on Principles and Practice of Knowledge Discovery in Databases, September 2006.

Kiri L. Wagstaff, Sugato Basu, and Ian Davidson, When is Constrained Clustering Beneficial, and Why? . AAAI Member Abstracts and Posters, Twenty-first National Conference on Artificial Intelligence, July 2006.

Qianjun Xu, Marie desJardins, and Kiri Wagstaff, Active constrained clustering by examining spectral eigenvectors. In Proceedings of Discovery Science, October 2005 (winner of the Carl Smith Best Student Paper Award).

Qianjun Xu, Marie desJardins, and Kiri Wagstaff, Constrained spectral clustering under a local proximity assumption. In Proceedings of the 18th International Conference of the Florida Artificial Intelligence Research Society (FLAIRS-05), Clearwater Beach, FL, May 2005.