The idea of soft margin, which allows misclassified examples, was suggested by Corinna Cortes and Vladimir N. Vapnik in 1995 in the following paper: Cortes, C., and Vapnik, V. (1995). Support-vector networks. Machine learning, 20(3), 273-297.