[PDF][PDF] An accelerated MDM algorithm for SVM training

A Barbero, J López, JR Dorronsoro - Advances in Computational …, 2008 - academia.edu
In this work we will propose an acceleration procedure for the Mitchell–Demyanov–
Malozemov (MDM) algorithm (a fast geometric algorithm for SVM construction) that may
yield quite large training savings. While decomposition algorithms such as SVMLight or
SMO are usually the SVM methods of choice, we shall show that there is a relationship
between SMO and MDM that suggests that, at least in their simplest implementations, they
should have similar training speeds. Thus, and although we will not discuss it here, the …

An accelerated MDM algorithm for SVM training

Á Barbero Jiménez, J López Lázaro… - 2008 - repositorio.uam.es
In this work we will propose an acceleration procedure for the Mitchell–Demyanov–
Malozemov (MDM) algorithm (a fast geometric algorithm for SVM construction) that may
yield quite large training savings. While decomposition algorithms such as SVMLight or
SMO are usually the SVM methods of choice, we shall show that there is a relationship
between SMO and MDM that suggests that, at least in their simplest implementations, they
should have similar training speeds. Thus, and although we will not discuss it here, the …
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