A note on supervised classification and Nash-equilibrium problems
Keyword(s):
In this note, we investigate connections between supervised classification and (Generalized) Nash equilibrium problems (NEP & GNEP). For the specific case of support vector machines (SVM), we exploit the geometric properties of class separation in the dual space to formulate a non-cooperative game. NEP and Generalized NEP formulations are proposed for both binary and multi-class SVM problems.
2021 ◽
Vol 191
(1)
◽
pp. 344-362
2018 ◽
Vol 39
(12)
◽
pp. 1316-1349
◽
2012 ◽
Vol 9
(3)
◽
pp. 33-43
◽
2014 ◽
Vol 65
(2)
◽
pp. 431-448
◽
2007 ◽
Vol 117
(1-2)
◽
pp. 163-194
◽