TY - GEN AU - Blanco, Víctor AU - Puerto, Justo AU - Rodríguez-Chía, Antonio PY - 2020 UR - https://hdl.handle.net/10481/87030 AB - In this paper, we extend the methodology developed for Support Vector Machines (SVM) using the l2-norm (l2-SVM) to the more general case of lp-norms with p > 1 (lp-SVM). We derive second order cone formulations for the resulting dual and primal... LA - eng PB - JMLR KW - Support Vector Machines KW - Kernel functions KW - l_p-norms KW - Mathematical Optimization. TI - On lp-support vector machines and multidimensional kernels ER -