Modify the usage in matlab/train.c to consistent with train.c

diff --git a/matlab/train.c b/matlab/train.c
index 58ac729e0f8c519b03000e19c6cbc799eadd8301..0777e10bf8f4f96ba090ab577044a42462b5d747 100644 (file)
--- a/matlab/train.c
+++ b/matlab/train.c
@@ -22,11 +22,11 @@ void exit_with_help()
        "Usage: model = train(training_label_vector, training_instance_matrix, 'liblinear_options', 'col');\n"
        "liblinear_options:\n"
        "-s type : set type of solver (default 1)\n"
-       "       0 -- L2 logistic regression\n"
+       "       0 -- L2-regularized logistic regression\n"
        "       1 -- L2-loss support vector machines (dual)\n"  
        "       2 -- L2-loss support vector machines (primal)\n"
        "       3 -- L1-loss support vector machines (dual)\n"
-       "       4 -- multi-class support vector machines from Crammer and Singer\n"
+       "       4 -- multi-class support vector machines by Crammer and Singer\n"
        "-c cost : set the parameter C (default 1)\n"
        "-e epsilon : set tolerance of termination criterion\n"
        "       -s 0 and 2\n"