In this previous post, we listed solvers for SVMs. The focus of this post is specialized to solvers for the Crammer-Singer and Weston-Watkins kernel SVMs.
Dogan, Urün, Tobias Glasmachers, and Christian Igel. 2011. “Fast Training of Multi-Class Support Vector Machines.”
Doǧan, Ürün, Tobias Glasmachers, and Christian Igel. 2016. “A Unified View on Multi-Class Support Vector Classification.” The Journal of Machine Learning Research 17 (1). JMLR. org: 1550–1831.
Glasmachers, Tobias, and Urun Dogan. 2013. “Accelerated Coordinate Descent with Adaptive Coordinate Frequencies.” In Asian Conference on Machine Learning, 72–86.
Igel, Christian, Verena Heidrich-Meisner, and Tobias Glasmachers. 2008. “Shark.” Journal of Machine Learning Research 9 (Jun): 993–96.