Publication | Closed Access
An overview of the CMAC neural network
63
Citations
14
References
2002
Year
Unknown Venue
EngineeringMachine LearningNeural Networks (Machine Learning)Neural NetworkRecurrent Neural NetworkSocial SciencesSparse Neural NetworkSystems EngineeringNeurocomputersComputer EngineeringComputer ScienceNeural Networks (Computational Neuroscience)Neural Architecture SearchSignal ProcessingDeep Neural NetworksCmac Neural NetworkComputational NeuroscienceNeuronal NetworkCmac CapacityClassical Machine Learning
The authors describe the cerebellar model arithmetic computer (CMAC) neural network, which is an alternative to backpropagated multilayer networks. CMAC has properties of generalization, rapid algorithmic computation based on least-mean-square (LMS) training, functional representation, output superposition, and practical hardware realization, all of which are discussed. Data concerning CMAC capacity and generalization are shown. Brief descriptions of applications in pattern recognition, robot control, and signal processing are given.< <ETX xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">></ETX>
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