Download or read book Multi-resolution Self-organizing Neural Networks for Pattern Recognition written by Penny Pei Chen and published by . This book was released on 2001 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: The MRF-ART neural network employs fast competitive learning and efficient parallel matching to solve complex data classification problems. The architecture of the MRF-ART not only preserves the ART-type neural network's characteristics but also extends its capability to represent input patterns in a hierarchical fashion. To achieve this, the MRF-ART network uses multiple output layers arranged in a cascaded manner which is completely different from a conventional fuzzy ART network with only one output layer. Moreover, the parallel matching process makes the MRF-ART network suitable for hardware implementation.