Francis Bach

Publications

606

Citations

H-Index

2009

Active since

Affiliations

Institut national de recherche en sciences et technologies du numérique(Current)

École Normale Supérieure - PSL

Département d'Informatique

Francis Bach is an author at Institut national de recherche en sciences et technologies du numérique specializing in engineering, data science, and deep learning.

Top concepts

EngineeringData ScienceDeep LearningComputer ScienceData MiningMachine LearningKnowledge DiscoveryPattern RecognitionStatistical InferenceMusic

Publications per year

2009–2022

Publications

Structured Sparsity through Convex Optimization

Francis Bach, Rodolphe Jenatton, Julien Mairal et al. · Statistical Science · 2012 · 316 citations · Full text

Graph Sparsity, Engineering, Machine Learning +18

Music Source Separation in the Waveform Domain

Alexandre Défossez, Nicolas Usunier, Léon Bottou et al. · arXiv (Cornell University) · 2019 · 184 citations · Full text

Music, Source Separation, Waveform Domain Architectures +14

Semi-Supervised Nmf With Time-Frequency Annotations For Single-Channel Source Separation.

Augustin Lefèvre, Francis Bach, Cédric Févotte · HAL (Le Centre pour la Communication Scientifique Directe) · 2012 · 37 citations · Full text

Data-driven calibration of linear estimators with minimal penalties

Sylvain Arlot, Francis Bach · arXiv (Cornell University) · 2009 · 31 citations · Full text

Parameter Estimation, Engineering, Data Science +14

Large-Margin Metric Learning for Partitioning Problems

Rémi Lajugie, Sylvain Arlot, Francis Bach · arXiv (Cornell University) · 2013 · 26 citations · Full text

Engineering, Machine Learning, Unsupervised Machine Learning +17

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