Proposed a linear programming algorithm to replace quadratic programming in support vector machine solution process and sparse regularization, and guaranteed the sparseness of the solution.

• 此外，用线性规划问题来代替二次规划问题及稀疏正则化，本质上确保了解的稀疏性。