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GECCO
2009
Springer
118views Optimization» more  GECCO 2009»
15 years 6 months ago
The impact of network topology on self-organizing maps
In this paper, we study instances of complex neural networks, i.e. neural networks with complex topologies. We use Self-Organizing Map neural networks whose neighborhood relations...
Fei Jiang, Hugues Berry, Marc Schoenauer
PRL
2006
103views more  PRL 2006»
14 years 11 months ago
Comparison of extrasystolic ECG signal classifiers using discrete wavelet transforms
This work compares and contrasts results of classifying time-domain ECG signals with pathological conditions taken from the MIT
Tom Froese, Sillas Hadjiloucas, Roberto Kawakami H...
FLAIRS
2001
15 years 1 months ago
Time Series Analysis Using Unsupervised Construction of Hierarchical Classifiers
Recently we have proposed an algorithm of constructing hierarchical neural network classifiers (HNNC), that is based on a modification of error back-propagation. This algorithm co...
S. A. Dolenko, Yu. V. Orlov, I. G. Persiantsev, Ju...
ICANN
2009
Springer
15 years 3 months ago
Probability-Based Distance Function for Distance-Based Classifiers
In the paper a new measure of distance between events/observations in the pattern space is proposed and experimentally evaluated with the use of k-NN classifier in the context of b...
Cezary Dendek, Jacek Mandziuk
ICANN
2010
Springer
14 years 9 months ago
The Support Feature Machine for Classifying with the Least Number of Features
We propose the so-called Support Feature Machine (SFM) as a novel approach to feature selection for classification, based on minimisation of the zero norm of a separating hyperplan...
Sascha Klement, Thomas Martinetz