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Novel Ceiling Neuronal Model: Artificial Neural NetworksAuthors: Garimella Ramamurthy Date: 2015-09-15 Report no: IIIT/TR/2015/59 AbstractIn this research paper, a novel neuronal model named “Ceiling Neuron” has been proposed. Learning algorithm and proof of convergence of such a model are discussed. An activation function which mimics the ceiling behavior is proposed for Multi- Layer Neural Networks. The dynamic nature of the proposed activation function is discussed. An associative memory based on Ceiling neuron is proposed and its dynamics are studied. The proposed model is tested on MNIST dataset and results are shown. Full report: pdf Centre for Security, Theory and Algorithms |
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