Abstract: For the adaptive doubly regularized support vector machine, it was proved that its solution path is piecewise linear with respect to one regularized parameter when another parameter is fixed. Based on this result, an entire regularized solving path algorithm was proposed. The experiment results on the binary classification of acute leukemia demonstrated the effectiveness of the proposed algorithm.