Lecture 5: Structured output prediction
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Max-Margin Markov Networks
B. Taskar, C. Guestrin and D. Koller
NIPS, 2003

Support Vector Machine Learning for Interdependent and Structured Output Spaces
I. Tsochantaridis, T. Hofmann, T. Joachims and Y. Altun
ICML, 2004

Pegasos: Primal Estimated Sub-Gradient Solver for SVM
S. Shalev-Shwartz, Y. Singer, N. Srebro and A. Cotter
Mathematical Programming, 2011

Cutting Plane Training of Structural SVMs
T. Joachims, T. Finley and C.-N. Yu
Machine Learning, 2009

Block-Coordinate Frank-Wolfe Optimization for Structural SVMs
S. Lacoste-Julien, M. Jaggi, M. Schmidt and P. Pletscher
ICML, 2013