2k citations · 6.6k across the 78 of their papers we have counts for
Showing 2010 · stat.MLShow all
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stat.ML2010★ 840 cited
Task-Driven Dictionary Learning
Julien Mairal, Francis Bach, Jean Ponce
Modeling data with linear combinations of a few elements from a learned dictionary has been the focus of much recent research in machine learning, neuroscience and signal processin…
stat.ML2010★ 277 cited
Proximal Methods for Hierarchical Sparse Coding
Rodolphe Jenatton, Julien Mairal, Guillaume Obozinski +1
Sparse coding consists in representing signals as sparse linear combinations of atoms selected from a dictionary. We consider an extension of this framework where the atoms are fur…