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- W2518458498 abstract "Two-hidden-layer feedforward neural networks are investigated for the existence of an optimal hidden node ratio. In the experiments, the heuristic ( n_{1} = int(0.5n_{h} + 1 )), where ( n_{1} ) is the number of nodes in the first hidden layer and ( n_{h} ) is the total number of hidden nodes, found networks with generalisation errors, on average, just 0.023 %–0.056 % greater than those found by exhaustive search. This reduced the complexity of an exhaustive search from quadratic, to linear in ( n_{h} ), with very little penalty. Further reductions in search complexity to logarithmic could be possible using existing methods developed by the Authors." @default.
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- W2518458498 date "2016-01-01" @default.
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- W2518458498 title "Accelerated Optimal Topology Search for Two-Hidden-Layer Feedforward Neural Networks" @default.
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