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Evaluating Micro-Processors Multimedia Extensions for the Real-Time Simulation of RBF Networks
MICRONEURO '99 Proceedings of the 7th International Conference on Microelectronics for Neural, Fuzzy and Bio-Inspired Systems
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All modern microprocessors offer multimedia extensions that can accelerate many applications based on vector and matrix operations. In this paper the suitability of such units for the fast simulation of RBF networks is analyzed. It is shown that the reduced arithmetic precision is sufficient for recognition and training if rounding is supported. An experimental performance study revealed a high speedup in the range from 2 to 10 compared to sequential implementations.