Algorithms for the Training of Neural Support Vector Machines

08/14/2023

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by   Lars Simon, et al.

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Neural support vector machines (NSVMs) allow for the incorporation of domain knowledge in the design of the model architecture. In this article we introduce a set of training algorithms for NSVMs that leverage the Pegasos algorithm and provide a proof of concept by solving a set of standard machine learning tasks.