www-ai.cs.tu-dortmund.de/LEHRE/SEMINARE/SS09/AKTARBEITENDESDM/LITERATUR/SequenceLabelling.pdf
LNAI 5211 - Sequence Labelling SVMs Trained in One Pass
patterns p1. . . pn and their classes c1. . . cn. Following the formulation of large-margin learning with interdependent output spaces [2,3], the parameters of a prediction function of the form f(p) = arg [...] the primal weight vector before seeing the i-th example, and ((w, (p, c)) the loss incurred by any weight vector w on the example (p, c). In our setup, the loss ((wi, (pi, ci)) is defined as
max c"C
#(ci [...] Press, New York (2005)
9. Cesa-Bianchi, N., Conconi, A., Gentile, C.: On the generalization ability of on-line learning algorithms. IEEE Transactions on Information Theory 50(9), 2050–2057 (2004)
10. Murata …