A sharper bound on the Rademacher complexity of margin multi-category classifiers
Khadija Musayeva
,
Fabien Lauer
,
Yann Guermeur
ESANN 2018 , Apr 2018, Bruges, Belgium. pp.503-508
Communication dans un congrès
hal-03011325v1
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A product-of-errors framework for linear hybrid system identification
Fabien Lauer
,
René Vidal
,
Gérard Bloch
15th IFAC Symposium on System Identification, SYSID 2009 , Jul 2009, Saint-Malo, France
Communication dans un congrès
hal-00370933v1
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From Support Vector Machines to Hybrid System Identification
Fabien Lauer
Automatic. Université Henri Poincaré - Nancy I, 2008. English.
⟨NNT : ⟩
Thèse
tel-00332810v1
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A Difference of Convex Functions Algorithm for Switched Linear Regression
Tao Pham Dinh
,
Hoai Minh Le
,
Hoai An Le Thi
,
Fabien Lauer
Article dans une revue
hal-00931206v1
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Error bounds with almost radical dependence on the number of components for multi-category classification, vector quantization and switching regression
Fabien Lauer
CAP2018 - Conférence sur l'Apprentissage automatique (CAp) - French Conference on Machine Learning (FCML) , Jun 2018, Rouen, France
Communication dans un congrès
hal-01815406v1
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Global optimization for low-dimensional switching linear regression and bounded-error estimation
Fabien Lauer
Article dans une revue
hal-01563788v2
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On the complexity of switching linear regression
Fabien Lauer
Article dans une revue
hal-01219794v2
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Piecewise smooth system identification in reproducing kernel Hilbert space
Fabien Lauer
,
Gérard Bloch
53rd IEEE Conference on Decision and Control, CDC 2014 , Dec 2014, Los Angeles, United States
Communication dans un congrès
hal-01059957v1
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An Interpretable Hand-Crafted Feature-Based Model for Atrial Fibrillation Detection
Rahimeh Rouhi
,
Marianne Clausel
,
Julien Oster
,
Fabien Lauer
Article dans une revue
hal-03382590v1
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Axial plane dissimilarities of two identical Lenke-type 6C scoliosis cases visualized and analyzed by vertebral vectors
Tamás Illés
,
Máté Burkus
,
Szabolcs Somoskeőy
,
Fabien Lauer
,
François Lavaste
,
et al.
Article dans une revue
hal-02060150v1
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Spectral clustering of linear subspaces for motion segmentation
Fabien Lauer
,
Christoph Schnörr
IEEE Int. Conf. on Computer Vision (ICCV'09) , Sep 2009, Kyoto, Japan
Communication dans un congrès
hal-00396782v1
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MSVMpack: a Multi-Class Support Vector Machine Package
Fabien Lauer
,
Yann Guermeur
Journal of Machine Learning Research , 2011, 12, pp.2269-2272
Article dans une revue
hal-00605009v1
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Support vector regression from simulation data and few experimental samples
Gérard Bloch
,
Fabien Lauer
,
Guillaume Colin
,
Yann Chamaillard
Article dans une revue
hal-00286610v1
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Combining experimental data and physical simulation models in Support Vector learning
Gérard Bloch
,
Fabien Lauer
,
Guillaume Colin
,
Yann Chamaillard
10th International Conference on Engineering Applications of Neural Networks, EANN 2007 , Aug 2007, Thessaloniki, Greece. pp.284-295
Communication dans un congrès
hal-00152249v1
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Switched and PieceWise Nonlinear Hybrid System Identification
Fabien Lauer
,
Gérard Bloch
11th International Conference on Hybrid Systems: Computation and Control, HSCC'08 , Apr 2008, St-Louis, United States. pp.330-343,
⟨10.1007/978-3-540-78929-1_24⟩
Communication dans un congrès
hal-00203121v1
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Hybrid System Identification
Fabien Lauer
,
Gérard Bloch
Ouvrages
hal-01860332v1
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Efficient Optimization of Multi-class Support Vector Machines with MSVMpack
Emmanuel Didiot
,
Fabien Lauer
Modelling, Computation and Optimization in Information Systems and Management Sciences (MCO 2015) , May 2015, Metz, France
Communication dans un congrès
hal-01134774v1
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Metric entropy and Rademacher complexity of margin multi-category classifiers
Khadija Musayeva
,
Fabien Lauer
,
Yann Guermeur
26th International Conference on Artificial Neural Networks (ICANN) , Sep 2017, Alghero, Italy. pp.767
Communication dans un congrès
hal-03011347v1
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Méthodes SVM pour l'identification
Fabien Lauer
,
Gérard Bloch
Journées Identification et Modélisation Expérimentale (JIME'2006) , Nov 2006, Poitiers, France. pp.CDROM
Communication dans un congrès
hal-00110344v1
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Risk Bounds for Learning Multiple Components with Permutation-Invariant Losses
Fabien Lauer
23rd International Conference on Artificial Intelligence and Statistics (AISTATS) , 2020, Palermo, Italy
Communication dans un congrès
hal-02100779v2
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Selective l1 minimization for sparse recovery
van Luong Le
,
Fabien Lauer
,
Gérard Bloch
Article dans une revue
hal-00904836v1
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Identification of linear hybrid systems: a geometric approach
van Luong Le
,
Fabien Lauer
,
Gérard Bloch
American Control Conference, ACC 2013 , Jun 2013, Washington, United States. pp.CD-ROM
Communication dans un congrès
hal-00799147v1
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Learning smooth models of nonsmooth functions via convex optimization
Fabien Lauer
,
van Luong Le
,
Gérard Bloch
22nd International Workshop on Machine Learning for Signal Processing, IEEE-MLSP 2012 , Sep 2012, Santander, Spain. pp.CDROM
Communication dans un congrès
hal-00719188v1
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Axial plane characteristics of thoracic scoliosis and their usefulness for determining the fusion levels and the correction technique
Tamás Illés
,
Stig M. Jespersen
,
Pieter Reynders
,
Fabien Lauer
,
J.-C. Le Huec
,
et al.
Article dans une revue
hal-03382549v1
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Reduced-size kernel models for nonlinear hybrid system identification
van Luong Le
,
Gérard Bloch
,
Fabien Lauer
Article dans une revue
hal-00596049v1
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Incorporating Prior Knowledge in Support Vector Machines for Classification: a Review
Fabien Lauer
,
Gérard Bloch
Article dans une revue
hal-00021555v2
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A continuous optimization framework for hybrid system identification
Fabien Lauer
,
Gérard Bloch
,
René Vidal
Article dans une revue
hal-00559369v1
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A new hybrid system identification algorithm with automatic tuning
Fabien Lauer
,
Gérard Bloch
Communication dans un congrès
hal-00247450v1
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Nonlinear Hybrid System Identification with Kernel Models
Fabien Lauer
,
Gérard Bloch
,
René Vidal
49th IEEE Conference on Decision and Control, CDC 2010 , Dec 2010, Atlanta, GA, United States. pp.696-701
Communication dans un congrès
hal-00514429v2
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On the exact minimization of saturated loss functions for robust regression and subspace estimation
Fabien Lauer
Article dans une revue
hal-01815451v2
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