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WindSpeed.m (6572, 2017-12-17)
lc.jpg (22183, 2017-12-17)
math (0, 2017-12-17)
math\sigma.png (34883, 2017-12-17)
predi.jpg (159274, 2017-12-17)
wind.mat (188113, 2017-12-17)

# Radial Basis Function Neural Network Matlab implemetation of RBF network for prediction of wind speed in an unknown station. [Data](http://lib.stat.cmu.edu/datasets/wind.data) collected from 12 synoptic meteorological stations in the Republic of Ireland (Haslett and Raftery, Applied Statistics 1***9). Description and data itself can be found from the following [link]( http://lib.stat.cmu.edu/datasets/wind.desc). The clusters from data points is determided using kmeans. The optimal number of clusters is determined by trying out different number of clusters while observing the error performance. 3 “ 100 cluster were tried out for this data, and 14 clusters showed a better learning performance as well as better error convergence on both the training and test data set. Sigma is calculated using the formula: Model Training: * Training set: Data from 1961-1970 * Test set: Data from 1971-1978 Model Perfomance: Actual vs Predicted

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