2014

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, Elsevier, 2014, pp.209--220
Resume_court
Despite the common usage of a canonical, data-independent, hemodynamic response function (HRF), it i .....
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https://hal.inria.fr/hal-00952554/file/paper.pdf BibTex

Conference papers

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. 9035 (1), pp.903524, <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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https://hal.archives-ouvertes.fr/hal-00975872/file/Spie2014_Extension.pdf BibTex
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
Pattern Recognition in Neuroimaging, Jun 2014, Tubingen, Germany. IEEE
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The application of multivariate approaches to neuroimaging data analysis is providing cognitive neur .....
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https://hal.inria.fr/hal-00986606/file/PRNI2014_1_.pdf BibTex
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
Resume_court
Magnetoencephalography (MEG) can map brain activity by recording the electromagnetic fields generate .....
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https://hal.archives-ouvertes.fr/hal-01032909/file/PID3197363.pdf BibTex

Preprints, Working Papers, ...

titre
On the Consistency of Ordinal Regression Methods
auteur
Fabian Pedregosa, Francis Bach, Alexandre Gramfort
article
2014
Resume_court
Ordinal regression is a common supervised learning problem sharing properties with both regression a .....
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https://hal.inria.fr/hal-01054942/file/index.pdf BibTex

2013

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
Resume_court
Scikit-learn is an increasingly popular machine learning li- brary. Written in Python, it is designe .....
Accès au texte intégral et bibtex
https://hal.inria.fr/hal-00856511/file/paper.pdf BibTex
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
Resume_court
Extracting activation patterns from functional Magnetic Resonance Images (fMRI) datasets remains cha .....
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https://hal.inria.fr/hal-00821946/file/paper.pdf BibTex
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. Conference Publishing Services
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Second layer scattering descriptors are known to provide good classification performance on natural .....
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https://hal.inria.fr/hal-00834928/file/prni_2013.pdf BibTex

2012

Conference papers

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
Resume_court
Inferring the functional specificity of brain regions from functional Magnetic Resonance Images (fMR .....
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https://hal.inria.fr/hal-00717954/file/paper.pdf BibTex
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, Oct 2012, Nice, France
Resume_court
Medical images can be used to predict a clinical score coding for the severity of a disease, a pain .....
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https://hal.inria.fr/hal-00717990/file/paper.pdf BibTex

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, Édouard Duchesnay
article
Journal of Machine Learning Research, Microtome Publishing, 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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https://hal.inria.fr/hal-00650905/file/pedregosa11a.pdf BibTex

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, Jul 2011, Kaufbeuren, Germany. Springer, 6801, pp.562-573, Lecture Notes in Computer Science; Information Processing in Medical Imaging. <10.1007/978-3-642-22092-0_46>
Resume_court
Fluctuations in brain on-going activity can be used to reveal its intrinsic functional organization. .....
Accès au texte intégral et bibtex
https://hal.inria.fr/inria-00588898/file/paper.pdf BibTex