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Abstract: A self-organizing neural network model that resembles Kohonen's feature map model is presented in this paper. Unlike conventional feature maps which require static neighborhood relations to be defined a priori, our model is characterized by its use of dynamic neighborhood relations which change as learning proceeds. In particular, the neighborhood relations between neurons in a feature map are determined by an underlying Gabriel graph, which represents two neurons as neighbors if and only if... (Update)
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BibTeX entry: (Update)
@inproceedings{ mou94gabriel,
author = "Kwok-Leung Mou and Dit-Yan Yeung",
title = "Gabriel Networks: {S}elf-{O}rganizing Neural Networks for Adaptive Vector Quantization",
booktitle = "Proc. Int. Symp. on Speech, Image Processing and Neural Networks",
volume = "II",
address = "Hong Kong",
pages = "658--661",
year = "1994",
url = "citeseer.ist.psu.edu/62166.html" }
Citations (may not include all citations):700 Self-Organization and Associative Memory (context) - Kohonen - 1984
399 Self-organized formation of topologically correct feature ma.. (context) - Kohonen - 1982
169 Growing cell structures -- a selforganizing network for unsu.. - Fritzke - 1993
158 Adaptive pattern classification and universal recoding (context) - Grossberg - 1976
158 Adaptive pattern classification and universal recoding: II (context) - Grossberg - 1976
83 Vector quantization in speech coding (context) - Makhoul, Roucos et al. - 1985
52 Image coding using vector quantization: a review (context) - Nasrabadi, King - 1988
42 Adding a conscience to competitive learning (context) - DeSieno - 1988
28 Variants of self-organizing maps (context) - Kangas, Kohonen et al. - 1989
20 Graph theoretical clustering based on limited neighborhood s.. (context) - Urquhart - 1982
15 Phonotopic maps -- insightful representation of phonological.. (context) - Kohonen, Makisara et al. - 1984
14 Applications of counterpropagation networks (context) - Hecht-Nielsen - 1988
7 network learns topologies (context) - Martinetz, Schulten et al. - 1991
3 Vector quantization of images based upon the Kohonen selforg.. (context) - Nasrabadi, Feng - 1988
2 Analysis of a neural network algorithm for vector quantizati.. (context) - Naylor, Li - 1988
1 A chain VQ clustering algorithm for realtime speech recognit.. (context) - Chen - 1993
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