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Abstract: Many algorithms rely critically on being given a good metric over their inputs. For instance, data can often be clustered in many "plausible" ways, and if a clustering algorithm such as K-means initially fails to find one that is meaningful to a user, the only recourse may be for the user to manually tweak the metric until sufficiently good clusters are found. For these and other applications requiring good metrics, it is desirable that we provide a more systematic way for users to... (Update)
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BibTeX entry: (Update)
@misc{ with-distance,
author = "To Clustering With",
title = "Distance Metric Learning, With Application",
url = "citeseer.ist.psu.edu/752755.html" }
Citations (may not include all citations):329 Principal Component Analysis (context) - Jolliffe - 1989
246 Convex Analysis (context) - Rockafellar - 1970
228 Nonlinear dimensionality reduction by locally linear embeddi.. - Roweis, Saul
184 Johns Hopkins Univ (context) - Golub, Van Loan - 1996
113 Locally weighted learning - Atkeson, Moore et al. - 1996
113 Learning with Kernels (context) - Scholkopf, Smola - 2001
106 The information bottleneck method - Tishby, Pereira et al. - 1999
96 Discriminant adaptive nearest neighbor classification - Hastie, Tibshirani - 1996
88 Multidimensional Scaling (context) - Cox, Cox - 1994
29 means clustering with background knowledge (context) - Wagstaff, Cardie et al. - 2001
8 Adaptive nearest neighbor classification using support vecto.. - Domeniconi, Gunopulos - 2002
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