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math.ST2007
Forecasting the CATS benchmark with the Double Vector Quantization method
Geoffroy Simon, John Lee, Marie Cottrell +1
The Double Vector Quantization method, a long-term forecasting method based on the SOM algorithm, has been used to predict the 100 missing values of the CATS competition data set.…
math.ST2007
Statistical tools to assess the reliability of self-organizing maps
Eric De Bodt, Marie Cottrell, Michel Verleysen
Results of neural network learning are always subject to some variability, due to the sensitivity to initial conditions, to convergence to local minima, and, sometimes more dramati…