2022
Conference papers
- titre
- Super-Acceleration with Cyclical Step-sizes
- auteur
- Baptiste Goujaud, Damien Scieur, Aymeric Dieuleveut, Adrien Taylor, Fabian Pedregosa
- article
- International Conference on Artificial Intelligence and Statistics, Mar 2022, Virtual conference, France
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- Cyclical step-sizes are becoming increasingly popular in the optimization of deep learning problems. .....
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2018
Journal articles
- titre
- Improved asynchronous parallel optimization analysis for stochastic incremental methods
- auteur
- Rémi Leblond, Fabian Pedregosa, Simon Lacoste-Julien
- article
- Journal of Machine Learning Research, In press
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- As datasets continue to increase in size and multi-core computer architectures are developed, asynch .....
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Conference papers
- titre
- Frank-Wolfe with Subsampling Oracle
- auteur
- Thomas Kerdreux, Fabian Pedregosa, Alexandre d'Aspremont
- article
- ICML 2018 - 35th International Conference on Machine Learning, Jul 2018, Stockholm, Sweden
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- We analyze two novel randomized variants of the Frank-Wolfe (FW) or conditional gradient algorithm. .....
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2017
Journal articles
- titre
- On the Consistency of Ordinal Regression Methods
- auteur
- Fabian Pedregosa, Francis Bach, Alexandre Gramfort
- article
- Journal of Machine Learning Research, 2017, 18, pp.1 - 35
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- Many of the ordinal regression models that have been proposed in the literature can be seen as metho .....
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- titre
- SymPy: Symbolic computing in Python
- auteur
- Aaron Meurer, Christopher P Smith, Mateusz Paprocki, Ondřej Čertík, Sergey B Kirpichev, Matthew Rocklin, Amit Kumar, Sergiu Ivanov, Jason K Moore, Sartaj Singh, Thilina Rathnayake, Sean Vig, Brian E Granger, Richard P Muller, Francesco Bonazzi, Harsh Gupta, Shivam Vats, Fredrik Johansson, Fabian Pedregosa, Matthew J Curry, Andy R Terrel, Štěpán Roučka, Ashutosh Saboo, Isuru Fernando, Sumith Kulal, Robert Cimrman, Anthony Scopatz
- article
- PeerJ Computer Science, 2017, 3, pp.e103. ⟨10.7287/peerj.preprints.2083v3⟩
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- SymPy is an open source computer algebra system written in pure Python. It is built with a focus on .....
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- titre
- SymPy: symbolic computing in Python
- auteur
- Aaron Meurer, Christopher P. Smith, Mateusz Paprocki, Ondřej Čertík, Sergey B. Kirpichev, Matthew Rocklin, Amit Kumar, Sergiu Ivanov, Jason K. Moore, Sartaj Singh, Thilina Rathnayake, Sean Vig, Brian E. Granger, Richard P. Muller, Francesco Bonazzi, Harsh Gupta, Shivam Vats, Fredrik Johansson, Fabian Pedregosa, Matthew J. Curry, Andy R. Terrel, Štěpán Roučka, Ashutosh Saboo, Isuru Fernando, Sumith Kulal, Robert Cimrman, Anthony Scopatz
- article
- PeerJ Comput.Sci., 2017, 3, pp.e103. ⟨10.7717/peerj-cs.103⟩
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- SymPy is an open source computer algebra system written in pure Python. It is built with a focus on .....
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Conference papers
- titre
- Breaking the Nonsmooth Barrier: A Scalable Parallel Method for Composite Optimization
- auteur
- Fabian Pedregosa, Rémi Leblond, Simon Lacoste-Julien
- article
- NIPS 2017 - Thirty-First Annual Conference on Neural Information Processing Systems, Dec 2017, Long Beach, United States. pp.1-28
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- Due to their simplicity and excellent performance, parallel asynchronous variants of stochastic grad .....
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- titre
- Asaga: Asynchronous Parallel Saga
- auteur
- Rémi Leblond, Fabian Pedregosa, Simon Lacoste-Julien
- article
- 20th International Conference on Artificial Intelligence and Statistics (AISTATS) 2017, Apr 2017, Fort Lauderdale, Florida, United States
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- We describe Asaga, an asynchronous parallel version of the incremental gradient algorithm Saga that .....
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2016
Journal articles
- titre
- Word meaning in the ventral visual path: a perceptual to conceptual gradient of semantic coding
- auteur
- Valentina Borghesani, Fabian Pedregosa, Marco Buiatti, Alexis Amadon, Evelyn Eger, Manuela Piazza
- article
- NeuroImage, 2016, ⟨10.1016/j.neuroimage.2016.08.068⟩
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- The meaning of words referring to concrete items is thought of as a multidimensional representation .....
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Conference papers
- titre
- Hyperparameter optimization with approximate gradient
- auteur
- Fabian Pedregosa
- article
- Proceedings of the 33rd International Conference on Machine Learning, Jun 2016, New York, United States
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- Most models in machine learning contain at least one hyperparameter to control for model complexity. .....
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Preprints, Working Papers, ...
- titre
- Asaga: Asynchronous Parallel Saga
- auteur
- Rémi Leblond, Fabian Pedregosa, Simon Lacoste-Julien
- article
- 2016
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- We describe Asaga, an asynchronous parallel version of the incremental gradient algorithm Saga that .....
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2015
Journal articles
- titre
- Data-driven HRF estimation for encoding and decoding models
- auteur
- Fabian Pedregosa, Michael Eickenberg, Philippe Ciuciu, Bertrand Thirion, Alexandre Gramfort
- article
- NeuroImage, 2015, pp.209--220. ⟨10.1016/j.neuroimage.2014.09.060⟩
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- Despite the common usage of a canonical, data-independent, hemodynamic response function (HRF), it i .....
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Conference papers
- titre
- Correlations of correlations are not reliable statistics: implications for multivariate pattern analysis.
- auteur
- Bertrand Thirion, Fabian Pedregosa, Michael Eickenberg, Gaël Varoquaux
- article
- ICML Workshop on Statistics, Machine Learning and Neuroscience (Stamlins 2015), Bertrand Thirion, Lars Kai Hansen, Sanmi Koyejo, Jul 2015, Lille, France
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- Representational Similarity Analysis is a popular framework to flexibly represent the statistical de .....
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Books
- titre
- Scipy Lecture Notes
- auteur
- Gaël Varoquaux, Emmanuelle Gouillart, Olav Vahtras, Valentin Haenel, Nicolas P. Rougier, Ralf Gommers, Fabian Pedregosa, Zbigniew Jędrzejewski-Szmek, Pauli Virtanen, Christophe Combelles, Didrik Pinte, Robert Cimrman, André Espaze, Adrien Chauve, Christopher Burns
- article
- Zenodo, 2015, ⟨10.5281/zenodo.31736⟩
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- Tutorials on the scientific Python ecosystem: a quick introduction to central tools and techniques. .....
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2014
Conference papers
- titre
- A perceptual-to-conceptual gradient of word coding along the ventral path
- auteur
- Valentina Borghesani, Fabian Pedregosa, Evelyn Eger, Marco Buiatti, Manuela Piazza
- article
- PRNI 2014 - 4th International Workshop on Pattern Recognition in NeuroImaging, Jun 2014, Tubingen, Germany
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- The application of multivariate approaches to neuroimaging data analysis is providing cognitive neur .....
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- titre
- Decoding perceptual thresholds from MEG/EEG
- auteur
- Yousra Bekhti, Nicolas Zilber, Fabian Pedregosa, Philippe Ciuciu, Virginie van Wassenhove, Alexandre Gramfort
- article
- Pattern Recoginition in Neuroimaging (PRNI) (2014), Jun 2014, Tubingen, Germany. p00
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- Magnetoencephalography (MEG) can map brain activity by recording the electromagnetic fields generate .....
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- titre
- Automatic pathology classification using a single feature machine learning - support vector machines
- auteur
- Fernando Yepes, Fabian Pedregosa, Bertrand Thirion, Yalin Wang, Natasha Lepore
- article
- SPIE Medical Imaging 2014, Feb 2014, San Diego, United States. pp.24, ⟨10.1117/12.2043943⟩
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- Magnetic Resonance Imaging (MRI) has been gaining popularity in the clinic in recent years as a safe .....
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2013
Journal articles
- titre
- Machine Learning for Neuroimaging with Scikit-Learn
- auteur
- Alexandre Abraham, Fabian Pedregosa, Michael Eickenberg, Philippe Gervais, Andreas Muller, Jean Kossaifi, Alexandre Gramfort, Bertrand Thirion, Gaël Varoquaux
- article
- Frontiers in Neuroscience, 2013, pp.15. ⟨10.3389/fninf.2014.00014⟩
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- Statistical machine learning methods are increasingly used for neuroimaging data analysis. Their mai .....
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Conference papers
- titre
- API design for machine learning software: experiences from the scikit-learn project
- auteur
- Lars Buitinck, Gilles Louppe, Mathieu Blondel, Fabian Pedregosa, Andreas Mueller, Olivier Grisel, Vlad Niculae, Peter Prettenhofer, Alexandre Gramfort, Jaques Grobler, Robert Layton, Jake Vanderplas, Arnaud Joly, Brian Holt, Gaël Varoquaux
- article
- European Conference on Machine Learning and Principles and Practices of Knowledge Discovery in Databases, Sep 2013, Prague, Czech Republic
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- Scikit-learn is an increasingly popular machine learning li- brary. Written in Python, it is designe .....
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- titre
- HRF estimation improves sensitivity of fMRI encoding and decoding models
- auteur
- Fabian Pedregosa, Michael Eickenberg, Bertrand Thirion, Alexandre Gramfort
- article
- 3nd International Workshop on Pattern Recognition in NeuroImaging, Jun 2013, Philadelphia, United States
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- Extracting activation patterns from functional Magnetic Resonance Images (fMRI) datasets remains cha .....
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- titre
- Second order scattering descriptors predict fMRI activity due to visual textures
- auteur
- Michael Eickenberg, Fabian Pedregosa, Senoussi Mehdi, Alexandre Gramfort, Bertrand Thirion
- article
- PRNI 2013 - 3nd International Workshop on Pattern Recognition in NeuroImaging, Jun 2013, Philadelphia, United States
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- Second layer scattering descriptors are known to provide good classification performance on natural .....
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2012
Conference papers
- titre
- Learning to rank from medical imaging data
- auteur
- Fabian Pedregosa, Elodie Cauvet, Gaël Varoquaux, Christophe Pallier, Bertrand Thirion, Alexandre Gramfort
- article
- Third International Workshop on Machine Learning in Medical Imaging - MLMI 2012, INRIA, Oct 2012, Nice, France
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- Medical images can be used to predict a clinical score coding for the severity of a disease, a pain .....
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- titre
- Improved brain pattern recovery through ranking approaches
- auteur
- Fabian Pedregosa, Elodie Cauvet, Gaël Varoquaux, Christophe Pallier, Bertrand Thirion, Alexandre Gramfort
- article
- PRNI 2012 : 2nd International Workshop on Pattern Recognition in NeuroImaging, Jul 2012, London, United Kingdom
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- Inferring the functional specificity of brain regions from functional Magnetic Resonance Images (fMR .....
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2011
Journal articles
- titre
- Scikit-learn: Machine Learning in Python
- auteur
- Fabian Pedregosa, Gaël Varoquaux, Alexandre Gramfort, Vincent Michel, Bertrand Thirion, Olivier Grisel, Mathieu Blondel, Peter Prettenhofer, Ron Weiss, Vincent Dubourg, Jake Vanderplas, Alexandre Passos, David Cournapeau, Matthieu Brucher, Matthieu Perrot, Edouard Duchesnay
- article
- Journal of Machine Learning Research, 2011
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- Scikit-learn is a Python module integrating a wide range of state-of-the-art machine learning algori .....
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Conference papers
- titre
- Multi-subject dictionary learning to segment an atlas of brain spontaneous activity
- auteur
- Gaël Varoquaux, Alexandre Gramfort, Fabian Pedregosa, Vincent Michel, Bertrand Thirion
- article
- Information Processing in Medical Imaging, Gábor Székely, Horst Hahn, Jul 2011, Kaufbeuren, Germany. pp.562-573, ⟨10.1007/978-3-642-22092-0_46⟩
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- Fluctuations in brain on-going activity can be used to reveal its intrinsic functional organization. .....
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