PUBLICATIONS of Anestis ANTONIADIS

Published papers


- ``Essai de classification de cellules cervicovaginales saines et cancéreuses'', (with J. BERRUYER and M. JOURLIN), Arch. Anat. Cytol. Path., vol 27, 5, 281-285, 1979.

- ``Analyse automatique des frottis cervicovaginaux (II)'', (with J. BERRUYER and M. JOURLIN), Arch. Anat. Cytol. Path., vol 29, 5, 282-286, 1981.

- ``Sur certains problèmes d'estimation et de test concernant la moyenne d'un processus Gaussien'', Ann. Inst. H. Poincaré, vol 18, 3, 223-236, 1982.

- ``Analyse de la variance à deux facteurs à ensemble de niveaux quelconque'', C. R. Acad. Sci. Paris, série A, vol 294, 417-419, 1982.

- ``Détermination de types de temps et des conditions de diffusion associées par un traitement statistique des données météo d'un site'', Revue de Radioprotection, vol 17, No 2, 71-82, 1982.

- ``Transformation de certaines fonctions aléatoires Gaussiennes à valeurs dans un espace de Banach en mouvement Brownien'', C. R. Acad. Sci. Paris, série A, vol 296, 451-454, 1983.

- ``Analysis of variance on function spaces'', Math. Oper. Forsch. und Statist., series Statistics, vol 15, 1, 59-71, 1984.

- ``On estimating the number of components in a finite mixture of power series distributions'', (with J. BERRUYER), Computational statistics & Data Analysis, 4, 229-241, 1986.

- ``Analyse statistique de champs poissonniens et applications au traitement de données de multidétecteurs'', (with J. BERRUYER), Statistique et Analyse des données, 1, 1-18, 1986.

- ``Statistical methods applied to PSD data: Characterization of the detector response''. (with J. BERRUYER and A. FILHOL), Journal de Physique, C5, 47, 8, 17-25, 1986.

- ``Regression vectorielle multiple and une généralisation multi-dimensionnelle de l'algorithme de Gauss-Newton'', (with J.BERRUYER), Statistique and Analyse des données, Vol 13, 3, 1-13, 1988.

- ``Eigenfunction expansions for infinite dimensional Ornstein-Uhlenbeck Processes'', (with R. CARMONA), Probability Theory and related fields, 74, 31-54, 1987.

- ``Parametric estimation of the mean of a Gaussian process by the method of sieves'', Journal of Multivariate Analysis, 26, 1-16,1988.

- ``Nonparametric penalized maximum likelihood estimation of the intensity of a counting process'', Annals of the Institute of Mathematical Statistics, 41, 4, 781-807, 1989.

- ``Simultaneous estimation of the mean and the covariance of a Banach valued Gaussian process by the method of sieves'', (with J. BEDER), Statistics, 20, Vol 1, 77-93, 1989.

- `` Estimation régulière de la fonction d'intensité d'un processus ponctuel : méthodes non paramétriques'', (with G. GREGOIRE), Cahiers du C.E.R.O, 31, 3-4, 1989.

- ``Penalized likelihood estimation for rates with censored survival data'', (with G. GREGOIRE), Scand. Journal of Statistics, 17, p. 43-63, 1990.

- `` Maximum likelihood estimation methods in powder diffraction experiments'', (with J. BERRUYER at A. FILHOL), Acta. Cryst., A 46, 692-711, 1990.

- ``Accuracy of pulse oximetry during moderate exercise : a comparative study'', (with J. C. BARTHELEMY and al.), Scand. J. Clin. Lab. Invest., vol 50, 533-539, 1990.

- ``Taux de convergence pour des modèles de régression à inf-convolution spline and applications'', Statistique and Analyse des données, vol 16, 2, 20-32, 1992.

- ``Nonparametric analysis of changes in change-point hazard rate models: a point process approach'', (with G.GREGOIRE), Journal of Nonparametric statistics, vol 1, 161-172, 1994.

- ``An estimating function for a scalar parameter in a covariance operator and its applications in ANACOVA, (with C. LAVERGNE), Decisions & Statistics, 12, 53-65, 1994.

- ``Smoothing Noisy Data with coiflets'', Statistica Sinica, 4, 651-678, 1994.

- ``Wavelet methods for curve estimation'', (with G. GREGOIRE and I. McKEAGUE), Journal of American Statistical Association, 89, No 428, pp. 1340-1353, 1994.

- ``Discussion on Wavelet Shrinkage: Asymptopia'', J. R. S. S., series B, vol 57, No 1, 1995.

- ``Smoothing noisy data with tapered coiflet series'', Scandinavian Journal of Statistics, 23, No 3, 313-330, 1996.

- ``Maximal Blood Lactate Level acts as a major discriminant variable in exercise testing for Coronary Artery Disease Detection in men'', (with J. C. BARTHELEMY and al.)Circulation, vol 93, 246-252, 1996.

- ``Random design wavelet curve smoothing'', (with G. GREGOIRE and P. VIAL), Statistics & Probability Letters, 35, 225-232, 1997.

- ``Model Selection using wavelet decomposition and applications'', (with I. GIJBELS and G. GREGOIRE), Biometrika, Vol 84, 4, 751-763, 1997.

- ``Reducing bias in the analysis of counting statistics data'', (with A. HAMMERSLEY), Nuclear instruments and Methods in Physics Research, ser. A, 394, 219-224, 1997.

- ``Data Compression for Diffraction Patterns'', (with J. L. FERRER and M. ROTH), Acta. Cryst., ser. D, vol 54, 184-199, 1998.

- ``Wavelet regression for random or irregular design'', (with P.Dinh-Tuan) Computational Statistics & data analysis, 28, 353-369, 1998.

- ``Wavelets in Statistics: A Review'', Invited discussion paper. Journal of the Italian Statistical Society, vol 6, 1, to appear 1999.

- ``Wavelet transform to quantify heart rate variability and to assess its instantaneous changes'', (with J.C. BARTHELEMY and al.), Journal Appl. Physiology, 86, 3, 1081-1091, 1999.

- ``Density and hazard rate estimation for right censored data using wavelet methods'', (with G. GREGOIRE and G. NASON), Journ. Royal Statist. Soc. B, 61, 1, 63-84, 1999.

- ``Wavelet Estimators for change-point regression models'', CRM - AMS Lecture Notes, 18, 335-346, 1999.

- ``Estimation semi-paramétrique dans les familles doublement poissonniennes and application aux spectres de diffraction'', (with J. BERRUYER and A. FILHOL), Rev. Stat. Appli., XLVII, 3, 57-80, 1999.

- ``Nonparametric estimation for the location of a change-point in an otherwise smooth hazard function under random censoring'', (with I. GIJBELS and B. MACGIBBON), Scand. J. Statist., 27, 3, 501-519, 2000.

- ``Nonparametric Wavelet Regression for Binary Response'', (with F. LEBLANC), Statistics, 34, 183-213, 2000

- ``Relation between heart rate variability and training load in middle-distance runners'', (with V. PICHOT, F. ROCHE, J.-C. BARTHELEMY), Medecine & Science in Sports & Exercise, 32, 10, 1729--1736, 2000.

- ``Use of ambulatory blood pressure monitoring data to predict left ventricular mass in hypertension'' (with Baguet JP, de Gaudemaris R, Mallion JM). Blood. Press. Monit., 6, 1--8, 2001.

-" Wavelet Estimators in Nonparametric Regression: A Comparative Simulation Study", (with J. BIGOT and T. SAPATINAS), Journal of Statistical Software, 6, i06, 2001. (see http://www.jstatsoft.org/v06/i06)

- ``Detecting abrupt changes by wavelet methods'', (with I. GIJBELS), Discussion paper 9816, Institut de Statistique, UCL Louvain-La-Neuve, 2001.

- ``A wavelet method for unfolding sphere size distributions'', (with J. FAN and I. GIJBELS), Canadian J. of Statistics, Vol. 29, No 2, 251-268, 2001.

- ``Adaptive wavelet series estimation in separable nonparametric regression models'', (with U. AMATO), Statistics and Computing, 11, 373--394, 2001

- ``Regularization of Wavelets Approximations'', with discussion (with J. FAN), J. Amer. Statist. Assoc., 96, No 455, 939-963, 2001.

- ``Wavelet Shrinkage for Natural Exponential Families with Quadratic Variance Functions'', (with T. SAPATINAS), Biometrika, 88, 805--820, 2001.

- ``Wavelet Shrinkage for Natural Exponential Families with Cubic Variance Functions'', (with B. BESBEAS and T. SAPATINAS), Shankya, 63, Series A, 309--327, 2001.

- ``Detecting abrupt changes by wavelet methods'', (with I. GIJBELS), J. Nonparam. Statist., 14, No 1-2, 7--29, 2002.

- ``Fourier series estimation in separable models'', (with U. AMATO and I. De FEIS), J. Computational and Applied Mathematics, 146/2, 459--479, 2002.

- ``Quantification of cumulated physical fatigue at the workplace'', (with V. PICHOT, E. BOURIN, F. ROCHE, M. GARET, J.-M. GASPOZ, D. DUVERNEY, J.-R. LACOUR and J.-C. BARTHELEMY), Eur J Physiol, 445, 10, 267--272, 2002.

-``Wavelet thresholding for some classes of non-Gaussian noise'', (with D. LEPORINI and J. C. PESQUET), Statistica Neerlandica, 56, No 4, pp. 434--453, 2002.

-``Independent component discriminant analysis'', (with U. Amato and G. Gregoire), International Mathematical Journal, 3 , No. 7, 735 - 753, 2002.

- ``Effective Dimension Reduction Methods for Tumor Classification using Gene Expression Data'',
(with S. LAMBERT-LACROIX and F. LEBLANC), Bioinformatics, 19, No 5, 563--570, 2003. Selected to be reprinted in the ``Year Book of Medical Informatics'', 2004.

- ``Wavelet methods for continuous-time prediction using representations of autoregressive processes in Hilbert spaces'', (with T. Sapatinas), Journal of Multivariate Analysis, 87, 133--158, 2003.

- ``Segmentation of magnetic resonance brain images through discriminant analysis'', (with Amato, U. and Laborina, M. and Alfano, M.), J. Neurosci. Methods, 131, 65--74, 2003.

-``Automatic smoothing with wavelets for a wide class of distributions'', (with S. SARDY and P. TSENG), Journal of Computational and Graphical Statistics, 13, 2, 399--421, 2004.

- ``Biological detection of low radiation doses by combining results of two microarray analysis methods" (with G. MERCIER, N. BERTHAULT, J. MARY, J. PEYRE, J-P.COMET, A. CORNUEJOL, C. FROIDEVAUX and M. DUTREIX), Nucleid Acids Research, 32, 1, 1--7, 2004.

- ``Classification of images for classification with independent features'', (with A. GUERIN and H. LE BORGNE), Pattern Recognition Letters, 25, 2, 141--154, 2004.

-"Bayesian estimation in single-index models", (with G.GREGOIRE and I. McKEAGUE), Statistica Sinica, 14, 4, 1147-1164, 2004.

- ``Optimal testing in a fixed-effects functional analysis of variance models" (with Abramovich, F., Sapatinas, T. & Vidakovic, B.), International Journal on Wavelets, Multiresolution and Information Processing, 2 , 4, 324--349, 2004.

- ``Dimension Reduction in Functional Regression with Applications" (with U. Amato and I. De Feiss), Computational Satistics and Data Analysis, 50, 9, 2422-2446, 2006.

- ``Wavelet kernel penalized estimation for non-equispaced design regression'' (with U. Amato and M. Pensky), Statistics and Computing, 16, 1, 37-56, 2006. (Matlab code)

- ``Parametric modelling of thresholds across scales in wavelet regression'', (with P. Fryzlewicz), Biometrika, 93, 2, pp. 465–471, 2006. Software

- ``Poisson inverse problems''(with J. Bigot), Annals of Statistics, 34, 5, 2132-2158, 2006.

- ``Wavelet Based Estimation for Univariate Stable Laws'', (with P. Goncalves and A. Feueverger), Annals of the Institute of Mathematical Statistics, 58,4, 779-807, 2006.

- ``A Functional Wavelet-Kernel Approach for Continuous-time Prediction'', (with E. Paparoditis and T. Sapatinas), J. R. S. S., series B, Part 5, 837-857, 2006.

-``Curvelet-based snake for multiscale detection and tracking of geophysical fluids'', (with J. Ma and F.-X. Le Dimet), IEEE Trans. Geoscience and Rem. Sensing, 44, 12, 3626--3638, 2006.

- ``Nonparametric Pre-processing Methods and Inference Tools for Analyzing Time-of-Flight Mass Spectrometry Data'', (with J. Bigot, S. Lambert-Lacroix and F. Letue), Current Analytical Chemistry, 3, 2, 127--147, 2007.

- ``Estimation and Inference in Functional Mixed-Effects models", (with T. Sapatinas), Computational Satistics and Data Analysis, 51, 4793 - 4813, 2007.

- ``Estimation of piecewise-smooth functions by amalgamated bridge regression splines'', (with F. Abramovich et M. Pensky), Shankya, 69, 1, 1 - 27, 2007.

- ``Penalized wavelet monotone regression'', (with J. Bigot and I. Gijbels), Stat & Prob. Letters, 77, 1608-1621, 2007.

- ``Wavelet methods in Statistics: some recent developments and their applications '', Statistics Surveys, 1, 16-55, 2007.

-``Statistical cloud detection from SEVIRI multispectral images'' (with U. Amato, V. Cuomo, L. Cutillo, M. Franzese. L. Murino and C. Serio), Remote Sensing of Environment, 112, 750 – 766, 2008.

- ``A multiscale approach for statistical characterization of spatially and temporally heterogeneous brain response images'', (with J. Bigot and R. von Sachs), Journal of Computational and Graphical Statistics, 18, 1, 216-237, 2009.

- `` Bandwidth selection for functional times series prediction'' , (with E. Paparoditis and T. Sapatinas), Stat & Prob. Letters, 79, 6, 733-740, 2009.

- ``Technical note : Functional sliced inverse regression to infer temperature, water vapour and ozone from IASI data'' (with U. Amato, I. De Feis, M. Guido, M. Matricardi, and C. Serio), Atmos. Chem. Phys. Discussions, 9, 2, 7589-7613, 2009.

- ``Some Statistical approaches for the analysis of biomedical functional data'', ECMI newletter 46, 2, 2152-2155, 2009.

- `` Smoothing non equispaced heavy noisy data with wavelets'' , (with I. Gijbels and J.-M. Poggi), Statistica Sinica, special Issue on MULTISCALE METHODS AND STATISTICS: A PRODUCTIVE MARRIAGE, 19, 4, 1371-1388, 2009.

- ``Comments on L1-Penalization for Mixture Regression Models'', Test, 19, Number 2, 257-258, 2010.

- ``Peaks detection and alignment for MASS spectrometry data'', (with J. Bigot and S. Lambert-Lacroix), Journal de la Société Française de Statistique, 151, 1, 17-37, 2010.

- ``Noisy Independent Factor Analysis Model for Density Estimation and Classification'', (with U. Amato, A. Samarov and A. Tsybakov), Electronic Journal of Statistics, 4, 707-736, 2010.

- ``Clustering Functional data with wavelets'', (with X. Brossat, J. Cugliari and J.-M. Poggi), e-book of COMPSTAT 2010, 697-704, Springer, 2010.

- ``Lasso Logistic Regression, GSoft and the Cyclic Coordinate Descent Algorithm. Application to Gene Expression Data'', (with M. Garcia-Magarinos, R. Cao and W. Gonzalez-Manteiga), Statistical Applications in Genetics and Molecular Biology, Volume 9, Issue 1, Article 30, 2010.

- ``The Danzig Selector for Regression with Right Censored Data'', (with F. Letue and P. Fryzlewicz), Scandinavian Journal of Statistics, 37, 4, 531-552, 2010.

-``A sparse version of the ridge logistic regression for large-scale text categorization'' (with S. Aseervatham, M. Burlet, Y. Denneulin and E. Gaussier), Pattern Recognition Letters, 32, 2, 101-106, 2011.

- ``Penalized likelihood regression for generalized linear models with nonquadratic penalties'', (with I. Gijbels et M. Nikolova), Annals of the Institute of Mathematical Statistics, 63, 3, 585-616, 2011.

- ``Régression logistique et catégorisation de textes'', (with S. Aseervatham, M. Burlet, Y. Denneulin and E. Gaussier), in Modèles probabilistes pour l'accès à l'information textuelle, Editors: E. Gaussier and F. Yvon, Hermès Science, 97-120, 2011.

- ``A flexible framework for sparse simultaneous component based data integration", (with K. Van Deun, T. Wilderjans, R.A. van den Berg and I. Van Mechelen), BMC Bioinformatics, 12, 448, 1-36, 2011.

- ``Spatio-temporal prediction for West Africa monsoon", (with C. Helbert, C. Prieur and L. Viry), Environmetrics, 23, 24–36, 2012.

-``Variable selection in varying coefficient models using P-splines'', (with I. Gijbels and A. Verhasselt), Journal of Computational and Graphical Statistics, 21, 3, 1-24, 2012.

-``Variable selection in additive models using P-splines'', (with I. Gijbels and A. Verhasselt),Technometrics, 54, 4, 425–438, 2012.

- ``Prévision d’un processus à valeurs fonctionnelles en présence de non stationnarités. Application à la consommation d’électricité'', (with X. Brossat, J. Cugliari and J.-M. Poggi), Journal of the French Statistical Society,153, 2, 52--78, 2012.

-`` Clustering Functional Data Using Wavelets'', (with X. Brossat, J. Cugliari and J.-M. Poggi), International Journal of Wavelets, Multiresolution and Information Processing, 11, 1, 1--30, 2013.

- ``Statistical classification for assessing PRISMA hyperspectral potential for agricultural land use", (with U. Amato, M.F. Carfora, P. Colandrea, V. Cuomoli, M. Franzese, S. Pignatti and C. Serio), in IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 6, 2, 615--625, 2013. (doi : http://10.1109/JSTARS.2013.2255981)

- ``Penalized estimation in additive varying coefficient models using grouped regularization'', (with Irène Gijbels and Sophie Lambert-Lacroix), in Statistical papers, 55, 727--750, 2014.

-``Nonparametric Regression Estimation with Incomplete Data: Minimax Global Convergence Rates and Adaptivity'' (with M. Pensky and T. Sapatinas), ESAIM: Probability and Statistics, 18, 1, 1--41, 2014.

-``Cloud detection of MODIS multispectral images'' (with L. Morino, U. Amato, M.-F. Carfora, B. Huang, W. P. Menzel and C. Serio), Journal of Atmospheric and Oceanic Technology, Vol 31, 347--365, February 2014.

- ``Une approche fonctionnelle pour la prévision non paramétrique de la consommation d’électricité'', (with X. Brossat, J. Cugliari and J.-M. Poggi), Journal of the French Statistical Society, 155, 2, 202--219, 2014.

- ``Nonparametric local comparison of empirical distributions via nonparametric regression'', (with Hayat Mohamed and Ingrid K. Glad), to appear in Journal of Statistical Computation and Simulation, 2014. (http://dx.doi.org/10.1080/00949655.2014.929133)

Papers submitted

- ``A prediction interval for a function-valued forecast model'',(with X. Brossat, J. Cugliari and J.-M. Poggi), submitted to International Journal of Forecasting (2014).

Papers in refereed Proceedings

- ``Statistics on Banach spaces valued Gaussian variables'', in Probability on Banach space III. Lecture notes in Mathematics, vol 860, 1-9, Springer-Verlag, 1981.

- ``Modèles d'analyse de la variance à deux facteurs pour l'étude de données de précipitation'', (with A. LE BRETON, S. DEGERINE, G. GREGOIRE and S. MARTIN), Cahiers de Géographie de Besançon, No 28, 1986.

- ``Kernel estimation in change-point hazard rate models'', (with G. GREGOIRE), in Curves and Surfaces, Edt P. J. Laurent, A. Le Méhauté and L. Schumaker, Academic Press, pp. 11-16, 1991.

- ''Estimation non paramétrique d'une densité de probabilité'', (with P. BARRAS and M. COULIBALY), in Progress in Wavelet Analysis and Applications, Editions Frontiers, pp 339-345, 1992.

- ``Learning Data Analysis and Mathematical Statistics with a Macintosh'', (with J. BERRUYER and R. CARMONA), in Computer Intensive methods in Statistics, Eds. W. Hardle and L. Simar, pp. 73-84, Statistics & Computing, Physica-Verlag, 1993.

- ``Wavelet methods for smoothing noisy data'', in Wavelets, Images, and Surface Fitting, AK Peters ltd, pp 21-29, 1994.

- ``Nonparametric Wavelet estimation in heteroscedastic regression models'', (with C. LAVERGNE), in Wavelets and Statistics, Lecture Notes in Statistics, 103, pp. 31-43, Springer Verlag, 1995.

- ``The characterization system: a statistical approach for the determination of the range of code applicability'', (with L. CARARRO, E. GAGNIER, A. NOURI and P. REUSS), to appear in the Proceedings of the Sixth International Conference on Nuclear Criticality Safety, ICNC'99, Sept 20-24, Versailles, France, 1999.

- `'Classification and segmentation of multispectral vegetation images", (with M. Franzese, U. Amato, M.F. Carfora, P. Colandrea, G. Manoni, S. Pignatti and C. Serio) Proceedings of the IEEE Gold Remote Sensing Conference, M. Migliaccio ed, 2004.

- `'Clustering Functional Data using Wavelets", (with X. Brossat, J. Cugliari and J.-M. Poggi), Proceedings of the COMPSTAT 2010 Conference, Paris, France, 22nd - 27th August, 2010.

- `'Adaptive estimation in high-dimensional response surface models via iterative thresholding regularization", (with S. Touzani and D. Busby), JSM 2010, Vancouver, Canada, July 31 - August 5, 2010.

Books

- ``Régression non linéaire et applications'', (with J. BERRUYER and R. CARMONA), Editions Economica, 1992.

- ``Wavelets in Statistics'',(co-editor G. OPPENHEIM), Lecture Notes in Statistics, vol 103, Springer Verlag, 1995.

- ``Modeling and stochastic learning for forecasting in high dimension'',(co-editor X. BROSSAT and J.-M. POGGI), Lecture Notes in Statistics (to appear), Springer Verlag, 2014.

Recent talks

- May 1996, Invited Conference, ``Wavelets estimators for change-point regression models", Wavelets and spline functions in Statistics, CIRM, Montréal, Canada.

- Feb. 1997, Invited Conference, ``Detecting abrupt changes by wavelet methods.", The art of Nonparametric Statistics, Louvain-La-Neuve, Belgium.

- Sept. 1997, Invited Conference, ``Wavelets in Statistics: A review'', Discussion meeting on the JISS paper by A. Antoniadis, Institute of the Italian Statistical Society, Rome, Italy.

- May 1998, Invited Conference, ``Nonparametric estimation in change point hazard rate models'', Workshop on Statistical Models and Methods for Discontinuous Phenomena, Oslo, Norway.

- Feb. 1999, Invited Conference, ``Statistique and ondelettes : Applications au domaine biomédical'', Journées Statistique et ondelettes, SFDS, Institute Henri Poincaré, Paris.

- Sept. 1999, Communication, ``The characterization system: a statistical approach for the determination of the range of code applicability'',Sixth International Conference on Nuclear Criticality Safety, ICNC'99, Versailles.

- May 2000, Invited Conference ,``Wavelet regulartization'', 5th World Congress of the Bernoulli Society, Guanajuato, Mexico.

- May 2000. Invited Conference , ``Nonparametric estimation for the location of a change-point in an otherwise smooth hazard function under random censoring'', First International meeting on Actuarial and Finance Sciences, Samos, Greece.

- May 2001. Invited Conference , ``A wavelet method for unfolding sphere size distributions'', International workshop on ``Statistics of Inverse Problems", IHP, Paris, France.

- August 2001. Invited Conference with discussion, ``Regularization of Wavelets Approximations'', (with J. FAN), JASA's Theory and Methods selected paper presented at the Join Statistical Meeting 2001, Atlanta.

- August 2001. Invited Conference , ``Model selection by Wavelet Networks and GNC'', section on Statistical Computing, JSM, Atlanta.

- May 2002. Invited talk, ``Wavelet FANOVA'', French Statistical Meeting 2002, Brussels, Belgium.

- July 2002. Invited talk, ``Wavelet methods for continuous-time prediction of ARH processes'', with Sapatinas, International Nonparametric Conference, Crete, Greece.

- September 2002. Invited talk, ``Regression tree methods and dimensionality reduction for ozone prediction'', French Statistical Conference on Pollution and Statistics, Rennes, France.

- April 2003. Invited talk, ``Penalized likelihood regression for generalized linear models with non quadratic penalties", University of Naples, Italy.

- November 2003. Invited talk, ``Stochastic methods for Sensitivity Analysis and Functional Analysis of Variance, GDR-MOMAS Workshop, CIRM, Marseille.

- May 2004. Invited talk, ``Wavelet kernel penalized estimation for random design regression'', Annual Meeting of the Statistical Society of Canada, SSC 2004, Montreal, Canada.

- July 2005. Invited talk, ``Estimation and inference in functional wavelet mixed-effects models'', International Seminar on Nonparametric Inference, ISNI 2005, La Coruna, Spain.

- February 2006. Invited talk, ``Outils statistiques pour l'analyse de sensibilité'', Planification d'expériences et analyse d'incertitudes pour les gros codes numériques : Approches Stochastiques, Toulouse, 2-3 février 2006.

- May 2006. Invited talk, ``Approches statistiques pour l'analyse de signaux biomédicaux'', Journée "Statistique et Santé", Université René Descartes, Paris, 5 Mai 2006.

- August 2007. Invited Discussion on the talks presented at the ISI 2007 Section ``Multiscale lifting in statistics'', International Statistical Institue 2007, Lisboa, Portugal.

- April 2008. Invited talk, ``The Danzig Selector for Regression with Right Censored Data'', Seminar, Oslo University, Oslo, Norway.

- May 2008. Invited talk, ``Statistical issues with mass spectrometry data'', Seminar, Institute of Applied Mathematics, CNR-Naples, Italy.

- June 2008. Invited talk, ``Smoothing non equispaced heavy noisy data with wavelets'', Stochastic Analysis and Applications: from Mathematical Physics to Mathematical Finance, June 13-15, Princeton, NJ, USA.

- November 2008. Invited talk, ``Wavelet methods in Statistics: some recent developments and their applications'', ISNI 2008, International Seminar on Nonparametric Inference, November 5-7, Vigo, Spain.

- November 2008. Invited talk, ``Smoothing non equispaced heavy noisy data with wavelets'', IFMSR 2008, International workshop on Flexible Modelling : Smoothing and Robustness, November 12-14, Leuven, Belgium.

- August 2009, ``The Danzig Selector for Regression with Right Censored Data'', ISI 2009, August 15-22, Durban, South Africa.

- February 2010, ``Regularization and Shrinkage for Model Selection in Sparse Models'', UCT Seminar, February 16, Cape Town, South Africa.

- March 2011. Invited talk, ``Regularization and shrinkage for model selection in sparse GLM models", in Statlearn'11, Challenging problems in Statistical Learning, March 17-18, Grenoble, France.

- June 2012. Special invited talk, ``Smoothing and variable selection using P-splines", in 1st Conference of the International Society for Nonparametric Statistics, June 15-19, Chalkidiki, Greece.

- July 2012. Laplace Lecture of the Bernoulli Society, ``Wavelet methods for Continuous-Time Prediction by means of Markov Switching Autoregressive Hilbert space processes", 8th World Congress in Probabiity and Statistics, July 9-14, Istambul, Turkey.

- August 2012. Invited talk, ``Functional Time Series Prediction and Applications", Joint Statistical Meeting (ASA and IMS), JSM2012, Sand Diego, USA.

- December 2013. Invited talk, ``Local Comparison of empirical distributions via nonparametric regression", 25th Anniversary of LStat, KUL, Leuven, Belgium.

- June 2014. Invited talk, ``Variable selection in high-dimensional exponential dispersion models", 2nd ISNPS conference, June 12th-16th, Cadiz, Spain.

Lectures in International Research Schools

- September 2000, ``Ondelettes, Images et Applications", Ecole Franco-Marocaine de Calcul Numerique et
Symbolique
, Rabat, Maroc,.

- April 2001, ``Wavelets and Statistics", XIX session of the Computational Mathematics
School,
organised by the Istituto per Applicazioni della Matematica of the Italian National Research Council, Vico Equense.

- September 2001, ``De la séparation de sources à l'analyse en composantes indépendantes: Méthodes, algorithmes et applications", Villard-de-Lans.

- November 2002, ``Nonparametric Function Estimation: Basics and Applications'', 1st Probability and Statistics Seminar Series on Nonparametric Statistics and Time Series Analysis, University of Cyprus .

- May 2003, ``A short course on computational and statistical aspects of microarray analysis'', jointly with R. Gentleman, University of Milan, Italy.

- July 2004, ``Wavelets for regression'', Wavelet And Multifractal Analysis 2004, Cargese, Corsica, France.

- June 2005, ``A short course on sensitivity and uncertainty analysis'', CEA-EDF-INRIA, Paris, France.

- March 2006, ``A short course on Support Vector Machines and Statistical Learning'', Institute of Statistics, UCL, Louvain-la-Neuve, Belgium.

- October 2006, ``Ondelettes: Part I and Part II'', Nonparametric approaches in regression, C.I.R.M. - Centre International de Rencontres Mathématiques, Marseilles, France.

- October 2007, ``Longitudinal and Functional data Analysis'', International Center for Theoretical Physics, Trieste, Italy.

- October 2007, ``A short course on Reproducing Kernel Hilbert Spaces and their Applications in Statistics'', Department of Statistics, UPS of Toulouse, Nissan lez Enserune, France.