2 papers
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.…
cs.LG2007
Time Series Forecasting: Obtaining Long Term Trends with Self-Organizing Maps
Geoffroy Simon, Amaury Lendasse, Marie Cottrell +2
Kohonen self-organisation maps are a well know classification tool, commonly used in a wide variety of problems, but with limited applications in time series forecasting context. I…