From the 1 of 52 linked papers with an AI index.
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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.ML2009★ 8 cited
Online Learning for Matrix Factorization and Sparse Coding
Julien Mairal, Francis Bach, Jean Ponce +1
Sparse coding--that is, modelling data vectors as sparse linear combinations of basis elements--is widely used in machine learning, neuroscience, signal processing, and statistics.…