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All publications by Guillermo Sapiro
authors venues years



Discriminative Robust Transformation Learning
Jiaji Huang, Qiang Qiu, Guillermo Sapiro and Robert Calderbank
Advances in Neural Information Processing Systems 28, 2015


Supervised Sparse Analysis and Synthesis Operators
Pablo Sprechmann, Roee Litman, Tal B. Yakar, Alexander M. Bronstein and Guillermo Sapiro
Advances in Neural Information Processing Systems 26, 2013


Robust Multimodal Graph Matching: Sparse Coding Meets Graph Matching
Marcelo Fiori, Pablo Sprechmann, Joshua T. Vogelstein, Pablo Muse and Guillermo Sapiro
Advances in Neural Information Processing Systems 26, 2013


Topology Constraints in Graphical Models
Marcelo Fiori, Pablo Musé and Guillermo Sapiro
Advances in Neural Information Processing Systems 25, 2012


Finding Exemplars from Pairwise Dissimilarities via Simultaneous Sparse Recovery
Ehsan Elhamifar, Guillermo Sapiro and René Vidal
Advances in Neural Information Processing Systems 25, 2012


Learning Efficient Structured Sparse Models
Alex Bronstein, Pablo Sprechmann and Guillermo Sapiro
Proceedings of the 29th International Conference on Machine Learning (ICML-12), 2012


On the Integration of Topic Modeling and Dictionary Learning
Lingbo Li, Mingyuan Zhou, Guillermo Sapiro and Lawrence Carin
Proceedings of the 28th International Conference on Machine Learning (ICML-11), 2011


The Hierarchical Beta Process for Convolutional Factor Analysis and Deep Learning
Bo Chen, Gungor Polatkan, Guillermo Sapiro, Lawrence Carin and David B. Dunson
Proceedings of the 28th International Conference on Machine Learning (ICML-11), 2011


Dependent Hierarchical Beta Process for Image Interpolation and Denoising
Mingyuan Zhou, Hongxia Yang, Guillermo Sapiro, David B. Dunson and Lawrence Carin
Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics (AISTATS-11), 2011


Discriminative {\it k}-metrics
Guillermo Sapiro and Arthur D. Szlam
Proceedings of the 26th International Conference on Machine Learning (ICML-09), 2009


Online dictionary learning for sparse coding
Julien Mairal, Jean Ponce, Guillermo Sapiro and Francis R. Bach
Proceedings of the 26th International Conference on Machine Learning (ICML-09), 2009


Non-Parametric Bayesian Dictionary Learning for Sparse Image Representations
Mingyuan Zhou, Haojun Chen, Lu Ren, Guillermo Sapiro, Lawrence Carin and John W. Paisley
Advances in Neural Information Processing Systems 22, 2009


Supervised Dictionary Learning
Julien Mairal, Jean Ponce, Guillermo Sapiro, Andrew Zisserman and Francis R. Bach
Advances in Neural Information Processing Systems 21, 2008


Stratification Learning: Detecting Mixed Density and Dimensionality in High Dimensional Point Clouds
Gloria Haro, Gregory Randall and Guillermo Sapiro
Advances in Neural Information Processing Systems 19, 2006