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|Title:||Geometrical interpretation and architecture selection of MLP|
|Authors:||Xiang, C. |
Multilayer perceptron (MLP)
|Source:||Xiang, C., Ding, S.Q., Lee, T.H. (2005-01). Geometrical interpretation and architecture selection of MLP. IEEE Transactions on Neural Networks 16 (1) : 84-96. ScholarBank@NUS Repository. https://doi.org/10.1109/TNN.2004.836197|
|Abstract:||A geometrical interpretation of the multilayer perceptron (MLP) is suggested in this paper. Some general guidelines for selecting the architecture of the MLP, i.e., the number of the hidden neurons and the hidden layers, are proposed based upon this interpretation and the controversial issue of whether four-layered MLP is superior to the three-layered MLP is also carefully examined. © 2005 IEEE.|
|Source Title:||IEEE Transactions on Neural Networks|
|Appears in Collections:||Staff Publications|
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