Jesus S. Aguilar, Roberto Ruiz, Jose C. Riquelme, Raul Giraldez  Home/Search
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Abstract: In this paper, we present a new algorithm based on the nearest neighbours method, for discovering groups and identifying interesting distributions in the underlying data in the labelled databases. We introduces the theory of nearest neighbours sets in order to base the algorithm S-NN (Similar Nearest Neighbours). Traditional clustering algorithms are very sensitive to the user-defined parameters and an expert knowledge is required to choose the values. Frequently, these algorithms are... (Update)
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BibTeX entry: (Update)
@article{ aguilar01snn,
author = "Jes{\'u}s S. Aguilar and Roberto Ruiz and Jos{\'e} C. Riquelme and Ra{\'u}l Gir{\'a}ldez",
title = "{SNN}: {A} Supervised Clustering Algorithm",
journal = "Lecture Notes in Computer Science",
volume = "2070",
pages = "207--??",
year = "2001",
url = "citeseer.ist.psu.edu/654057.html" }
Citations (may not include all citations):286 Nearest Neighbor Pattern Classification (context) - Cover, Hart - 1967
69 The condensed nearest neighbor rule (context) - Hart - 1968
65 Study of Instance-Based Algorithms for Supervised Learning T.. (context) - Aha - 1990
55 Asymptotic Properties of Nearest Neighbor Rules using Edited.. (context) - Wilson - 1972
29 Clustering using a Similarity Measure Based on Shared Near N.. (context) - Jarvis, Patrick - 1973
24 An algorithm for a Selective Nearest Neighbor Decision Rule (context) - Ritter, Woodruff et al. - 1975
24 Optimization and Simplification of Hierarchical Clusters (context) - Fisher - 1995
21 Finding Prototypes for Nearest Neighbor Classifiers (context) - Chang - 1974
20 An Experiment with the Edited Nearest-Neighbor Rule (context) - Tomek - 1976
9 The Nearest Neighbor Classification Rule with a Reject Optio.. (context) - Hellman - 1970
6 the Qualitative Behavior of ImpurityBased Splitting Rules I:.. (context) - Codrington, Brodley - 1997
2 A Link Between k-Nearest Neighbor Rules and Knowledge Based .. (context) - Joussellin, Dubuisson - 1987
1 NN-Pattern Classification Techniques (context) - Patrick, Fischer - 1970
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