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Based on L-2 Support Vector Machines(SVMs), Vapnik and Vashist introduced the concept of Learning Using Privileged Information(LUPI). This new paradigm takes into account the elements of human teaching during the process of machine learning. However, with the utilization of privileged information, the extended L-2 SVM model given by Vapnik and Vashist doubles the number of parameters used in the standard...
In the process of human learning, teachers always play an important role. However, for most of the existing machine learning method, the role of teachers is seldom considered. Recently, Vapnik introduced an advanced learning paradigm called Learning Using Privileged Information(LUPI) to include the elements of human teaching in machine learning. Through theoretical analysis and numerical experiments,...
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