Publisher = {JMLR Workshop and Conference Proceedings},

Title = {Spectral Regularization for Max-Margin Sequence Tagging},

Url = {http://jmlr.org/proceedings/papers/v32/quattoni14.pdf},

Abstract = {We frame max-margin learning of latent variable structured prediction models as a convex optimization problem, making use of scoring functions computed by input-output observable operator models. This learning problem can be expressed as an optimization involving a low-rank Hankel matrix that represents the input-output operator model. The direct outcome of our work is a new spectral regularization method for max-margin structured prediction. Our experiments confirm that our proposed regularization framework leads to an effective way of controlling the capacity of structured prediction models.},

Author = {Ariadna Quattoni and Borja Balle and Xavier Carreras and Amir Globerson},

Editor = {Tony Jebara and Eric P. Xing},

Year = {2014},

Booktitle = {Proceedings of the 31st International Conference on Machine Learning (ICML-14)},

Pages = {1710-1718}

}