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Similarity and pathology in neural nets
Conference Proceedings., IEEE International Conference on Systems, Man and Cybernetics, 2003Pathological behavior of some recently proposed neural net models is shown to depend on how the similarity is defined.
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Single-Layer Neural Net Competes with Multi-layer Neural Net
2008This paper presents a novel neural network with only one layer which can compete with multi-layer neural nets. This novel neural net is called a double-threshold single-layer neural net. The theoretical analysis and experiments show that it can demonstrate similar performance as multi-layer neural nets.
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Fuzzy representations in neural nets
1994Clear, crisp, precise and unambiguous: that is how you like your concepts, if you are a serial computer. But human concepts are in general vague, fuzzy or subject to borderline cases. Anyone who deals with information via computers knows the problems arising from having to categorise objects to fit the computer's crude pigeonholes, and how inflexible ...
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Proceedings. Second Euromicro Workshop on Parallel and Distributed Processing, 1994
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Maintained Activity in Neural Nets
Journal of the ACM, 1962D. R. Smith, Charles H. Davidson
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Universal Function Approximation by Deep Neural Nets with Bounded Width and ReLU Activations
Mathematics, 2019Boris Hanin
exaly
Backpropagation Discrimination Geometric Analysis Interference Memory Modelling Neural Nets
Connection Science, 1995Noel E Sharkey, Amanda J C Sharkey
exaly

