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All publications by Tibério S. Caetano
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Learning as MAP Inference in Discrete Graphical Models
Xianghang Liu, James Petterson and Tibério S. Caetano
Advances in Neural Information Processing Systems 25, 2012


A Convex Formulation for Learning Scale-Free Networks via Submodular Relaxation
Aaron Defazio and Tibério S. Caetano
Advances in Neural Information Processing Systems 25, 2012


A Graphical Model Formulation of Collaborative Filtering Neighbourhood Methods with Fast Maximum Entropy Training
Aaron Defazio and Tibério S. Caetano
Proceedings of the 29th International Conference on Machine Learning (ICML-12), 2012


Submodular Multi-Label Learning
James Petterson and Tibério S. Caetano
Advances in Neural Information Processing Systems 24, 2011


Exploiting Data-Independence for Fast Belief-Propagation
Julian J. Mcauley and Tibério S. Caetano
Proceedings of the 27th International Conference on Machine Learning (ICML-10), 2010


Multitask Learning without Label Correspondences
Novi Quadrianto, James Petterson, Tibério S. Caetano, Alex J. Smola and S.v.n. Vishwanathan
Advances in Neural Information Processing Systems 23, 2010


Reverse Multi-Label Learning
James Petterson and Tibério S. Caetano
Advances in Neural Information Processing Systems 23, 2010


Word Features for Latent Dirichlet Allocation
James Petterson, Wray Buntine, Shravan M. Narayanamurthy, Tibério S. Caetano and Alex J. Smola
Advances in Neural Information Processing Systems 23, 2010


Exploiting Within-Clique Factorizations in Junction-Tree Algorithms
Julian J. Mcauley and Tibério S. Caetano
Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS-10), 2010


Estimating Labels from Label Proportions
Novi Quadrianto, Alex J. Smola, Tibério S. Caetano and Quoc V. Le
Journal of Machine Learning Research, 2009


Convex Relaxation of Mixture Regression with Efficient Algorithms
Novi Quadrianto, John Lim, Dale Schuurmans and Tibério S. Caetano
Advances in Neural Information Processing Systems 22, 2009


Exponential Family Graph Matching and Ranking
James Petterson, Jin Yu, Julian J. Mcauley and Tibério S. Caetano
Advances in Neural Information Processing Systems 22, 2009


Estimating labels from label proportions
Novi Quadrianto, Alex J. Smola, Tibério S. Caetano and Quoc V. Le
Proceedings of the 25th International Conference on Machine Learning (ICML-08), 2008


Robust Near-Isometric Matching via Structured Learning of Graphical Models
Alex J. Smola, Julian J. Mcauley and Tibério S. Caetano
Advances in Neural Information Processing Systems 21, 2008


Learning high-order MRF priors of color images
Julian J. Mcauley, Tibério S. Caetano, Alex J. Smola and Matthias O. Franz
Proceedings of the 23th International Conference on Machine Learning (ICML-06), 2006