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ESANN
2004

Convergence properties of a fuzzy ARTMAP network

9 years 11 months ago
Convergence properties of a fuzzy ARTMAP network
FAMR (Fuzzy ARTMAP with Relevance factor) is a FAM (Fuzzy ARTMAP) neural network used for classification, probability estimation [3], [2], and function approximation [4]. FAMR uses a relevance factor assigned to each sample pair, proportional to the importance of that pair during the learning phase. Due to its incremental learning capability, FAMR can efficiently process large data sets and is an appropriate tool for data mining applications. We present new theoretical results characterizing the stochastic convergence of FAMR.
Razvan Andonie, Lucian Sasu
Added 30 Oct 2010
Updated 30 Oct 2010
Type Conference
Year 2004
Where ESANN
Authors Razvan Andonie, Lucian Sasu
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