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Ter Borg, R.W. (author)As a consequence of the liberalisation of the electricity markets in Europe, market players have to continuously adapt their future supply to match their customers' demands. This poses the challenge of obtaining a predictive model that accurately describes electricity loads, current in this thesis. Kernel machines are considered to be the state...doctoral thesis 2005