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| hal-00671982v3
Conference papers
Prediction of quantiles by statistical learning and application to GDP forecasting The Fifteenth International Conference on Discovery Science (DS 2012), Oct 2012, Lyon, France. pp.22-36 |
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| hal-01385064v3
Journal articles
Simpler PAC-Bayesian Bounds for Hostile Data Machine Learning, Springer Verlag, 2018, 107 (5), pp.887-902. ⟨10.1007/s10994-017-5690-0⟩ |
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| tel-00119593v1
Theses
Transductive and Inductive Adaptative Inference for Regression and Density Estimation Mathematics [math]. ENSAE ParisTech, 2006. English |
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| hal-00195698v3
Journal articles
PAC-Bayesian Bounds for Randomized Empirical Risk Minimizers Mathematical Methods of Statistics, Allerton Press, Springer (link), 2008, 17 (4), pp.279-304. ⟨10.3103/S1066530708040017⟩ |
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| inria-00386697v1
Conference papers
LASSO transductif et autres généralisations 41èmes Journées de Statistique, SFdS, Bordeaux, 2009, Bordeaux, France, France |
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| inria-00496685v1
Documents associated with scientific events
Lois à priori parcimonieuses et estimation en grande dimension Journées MAS et Journée en l'honneur de Jacques Neveu, Aug 2010, Talence, France |
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| hal-00013780v2
Journal articles
Iterative Feature Selection In Least Square Regression Estimation Annales de l'Institut Henri Poincaré (B) Probabilités et Statistiques, Institut Henri Poincaré (IHP), 2008, 48 (1), p47-88 |
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| hal-03142254v3
Journal articles
Tight Risk Bound for High Dimensional Time Series Completion Electronic Journal of Statistics , Shaker Heights, OH : Institute of Mathematical Statistics, 2022, 16 (1), pp.3001-3035. ⟨10.1214/22-EJS2015⟩ |
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| inria-00386733v1
Conference papers
Model selection and randomization for weakly dependent time series forecasting 41èmes Journées de Statistique, SFdS, Bordeaux, 2009, Bordeaux, France, France |
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| hal-00390851v3
Preprints, Working Papers, ...
Transductive versions of the LASSO and the Dantzig Selector 2009 |
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| hal-00465801v3
Preprints, Working Papers, ...
PAC-Bayesian Bounds for Sparse Regression Estimation with Exponential Weights 2010 |
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| hal-00556652v2
Journal articles
Sparse single-index model Journal of Machine Learning Research, Microtome Publishing, 2013, 14, pp.243−280 |
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| hal-00671979v1
Preprints, Working Papers, ...
Fast rates in learning with dependent observations 2012 |
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| hal-02403354v1
Journal articles
On the properties of variational approximations of Gibbs posteriors Journal of Machine Learning Research, Microtome Publishing, 2016, 17 (236) |
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| hal-00181784v4
Journal articles
LASSO, Iterative Feature Selection and the Correlation Selector: Oracle Inequalities and Numerical Performances Electronic Journal of Statistics , Shaker Heights, OH : Institute of Mathematical Statistics, 2008, 2, pp. 1129-1152. ⟨10.1214/08-EJS299⟩ |
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| hal-00749729v1
Preprints, Working Papers, ...
Prediction of time series by statistical learning: general losses and fast rates 2012 |
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| hal-00362151v4
Journal articles
Model selection for weakly dependent time series forecasting Bernoulli, Bernoulli Society for Mathematical Statistics and Probability, 2012, 18 (3), pp.883-913. ⟨10.3150/11-BEJ359⟩ |
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| tel-00915505v1
Habilitation à diriger des recherches
Contributions to statistical learning in sparse models Statistics [math.ST]. Université Pierre et Marie Curie - Paris VI, 2013 |
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| hal-00020740v1
Preprints, Working Papers, ...
Density estimation with quadratic loss: a confidence intervals method 2006 |
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| hal-00725645v1
Journal articles
Book reviews, Fall 2012 CHANCE, 2012, 25 (4), pp.57-61. ⟨10.1080/09332480.2012.752298⟩ |
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| hal-00564291v5
Journal articles
Sparsity considerations for dependent variables Electronic Journal of Statistics , Shaker Heights, OH : Institute of Mathematical Statistics, 2011, 5, pp 750-774. ⟨10.1214/11-EJS626⟩ |
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| hal-00336101v4
Preprints, Working Papers, ...
Generalization of l1 constraints for high dimensional regression problems 2008 |
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| hal-01251878v4
Journal articles
An Oracle Inequality for Quasi-Bayesian Non-Negative Matrix Factorization Mathematical Methods of Statistics, Allerton Press, Springer (link), 2017, 26 (1), pp.55 - 67. ⟨10.3103/S1066530717010045⟩ |
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| inria-00510205v1
Documents associated with scientific events
Sélection et aggrégation de modèles pour la prédiction de séries temporelles faiblement dépendantes Journées MAS et Journée en l'honneur de Jacques Neveu, Aug 2010, Talence, France |
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