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Abstract: Nearest-neighbour interpolation algorithms have many useful properties for applications to learning, but they often exhibit poor generalization. In this paper, it is shown that much better generalization can be obtained by using a variable interpolation kernel in combination with conjugate gradient optimization of the similarity metric and kernel size. The resulting method is called variable-kernel similarity metric (VSM) learning. It has been tested on several standard classification data... (Update)
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BibTeX entry: (Update)
Lowe, D. G. (1995). "Similarity metric learning for a variable-kernel classifier." Neural Computation, . http://citeseer.ist.psu.edu/lowe95similarity.html More
@techreport{ lowe93similarity,
author = "David G. Lowe",
title = "Similarity Metric Learning for a Variable-Kernel Classifier",
number = "TR-93-43",
year = "1993",
url = "citeseer.ist.psu.edu/lowe95similarity.html" }
Citations (may not include all citations):2133 Pattern Classification and Scene Analysis (context) - Duda, Hart - 1973
512 Density Estimation for Statistics and Data Analysis (context) - Silverman - 1986
398 Fast learning in networks of locally-tuned processing units (context) - Moody, Darken - 1989
256 Parallel networks that learn to pronounce English text (context) - Sejnowski, Rosenberg - 1987
179 Multivariable functional interpolation and adaptive networks (context) - Broomhead, Lowe - 1988
113 Analysis of hidden units in a layered network trained to cla.. (context) - Gorman, Sejnowski - 1988
96 Locally weighted regression: An approach to regression analy.. (context) - Cleveland, Devlin - 1988
72 Local learning algorithms - Bottou, Vapnik - 1992
71 A theory of networks for approximation and learning - Poggio, Girosi - 1989
49 Dynamic error propagation networks (context) - Robinson - 1989
35 Extensions of a theory of networks for approximation and lea.. - Poggio, Girosi - 1990
31 Nearest neighbour pattern classification (context) - Cover, Hart - 1967
29 Using locally weighted regression for robot learning (context) - Atkeson - 1991
25 Improving the performance of radial basis function networks .. - Wettschereck, Dietterich - 1992
24 Best-first model merging for dynamic learning and recognitio.. - Omohundro - 1992
17 Learning arm kinematics and dynamics (context) - Atkeson - 1989
15 Constructing a generalizer superior to NETtalk via a mathema.. (context) - Wolpert - 1990
3 Finding prototypes for nearest neighbour classifiers (context) - Chang - 1974
3 Refinements to nearest-neighbour searching in k-d trees (context) - Sproull - 1991
3 Toward memory-based reasoning (context) - --, Waltz - 1986
1 An algorithm for finding best matches in logarithmic expecte.. (context) - York, Friedman et al. - 1977
1 NN concepts and techniques (context) - on, Theory et al. - 1991
1 An experiment with the edited nearest-neighbour rule (context) - Tomek - 1976
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