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A smoothing Newton method is given for solving the dual of the l 1 soft margin data classification problem. A new merit function was given to handle the high-dimension variables caused by data mining problems. Preliminary numerical tests show that the algorithm is very promising.

Smoothing Newton Method for L 1 Soft Margin Data Classification Problem