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- W2000957129 abstract "Abstract We propose in this paper a new learning algorithm probabilistic self-organizing map (PRSOM) using a probabilistic formalism for topological maps. This algorithm approximates the density distribution of the input set with a mixture of normal distributions. The unsupervised learning is based on the dynamic clusters principle and optimizes the likelihood function. A supervised version of this algorithm based on radial basis functions (RBF) is proposed. In order to validate the theoretical approach, we achieve regression tasks on simulated and real data using the PRSOM algorithm. Moreover, our results are compared with normalized Gaussian basis functions (NGBF) algorithm." @default.
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- W2000957129 date "1998-08-01" @default.
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- W2000957129 title "Probabilistic self-organizing map and radial basis function networks" @default.
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- W2000957129 doi "https://doi.org/10.1016/s0925-2312(98)00026-5" @default.
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