Introduction to the theory of neural computation
Introduction to the theory of neural computation
An introduction to support Vector Machines: and other kernel-based learning methods
An introduction to support Vector Machines: and other kernel-based learning methods
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In this paper we compare two machine learning algorithms (Support Vector Machine and Multi Layer Perceptrons) to perform on-line dynamic security assessment of an electric power system. Dynamic simulation is properly emulated by training SVM and MLP models, with a small amount of information. The experiments show that although both models produce reasonable predictions, the performance indexes of the SVM models are better than those of the MLP models. However the MLP models are of considerably reduced complexity.