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Active set methods are competitive alternatives of SVM optimizers to working set or decomposition techniques for moderate scale problems. While there are many works on applying the primal active set methods to SVM, few study the dual active set methods. Comparing with the primal active set method, the dual active set method is more efficient and numerically stable due to using an unconstrained minimum...
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