Clustering-based improvement of nonparametric functional time series forecasting: Application to intra-day household-level load curves M Chaouch IEEE Transactions on Smart Grid 5 (1), 411-419, 2013 | 165 | 2013 |

Properties of design-based functional principal components analysis H Cardot, M Chaouch, C Goga, C Labruère Journal of statistical planning and inference 140 (1), 75-91, 2010 | 53 | 2010 |

Properties of design-based functional principal components analysis H Cardot, M Chaouch, C Goga, C Labruère Journal of statistical planning and inference 140 (1), 75-91, 2010 | 53 | 2010 |

Design-based estimation for geometric quantiles with application to outlier detection M Chaouch, C Goga Computational Statistics & Data Analysis 54 (10), 2214-2229, 2010 | 23 | 2010 |

Using Complex Surveys to Estimate the *L*_{1}‐Median of a Functional Variable: Application to Electricity Load CurvesM Chaouch, C Goga International Statistical Review 80 (1), 40-59, 2012 | 18 | 2012 |

Randomly censored quantile regression estimation using functional stationary ergodic data M Chaouch, S Khardani Journal of nonparametric statistics 27 (1), 65-87, 2015 | 15 | 2015 |

Stochastic approximation for multivariate and functional median H Cardot, P Cénac, M Chaouch Proceedings of COMPSTAT'2010, 421-428, 2010 | 13 | 2010 |

Mean and median-based nonparametric estimation of returns in mean-downside risk portfolio frontier HB Salah, M Chaouch, A Gannoun, C De Peretti, A Trabelsi Annals of operations research 262 (2), 653-681, 2018 | 12 | 2018 |

Nonparametric multivariate -median regression estimation with functional covariates M Chaouch, N Laïb Electronic Journal of Statistics 7, 1553-1586, 2013 | 10 | 2013 |

Estimation de quantiles géométriques conditionnels et non conditionnels M Chaouch, A Gannoun, J Saracco Journal de la Société Française de Statistique 150 (2), 1-27, 2009 | 9 | 2009 |

Rate of uniform consistency for a class of mode regression on functional stationary ergodic data M Chaouch, N Laïb, D Louani Statistical Methods & Applications 26 (1), 19-47, 2017 | 8 | 2017 |

Functional principal components analysis with survey data H Cardot, M Chaouch, C Goga, C Labruere Functional and Operatorial Statistics, 95-102, 2008 | 5 | 2008 |

Limiting law results for a class of conditional mode estimates for functional stationary ergodic data S Bouzebda, M Chaouch, N Laïb Mathematical Methods of Statistics 25 (3), 168-195, 2016 | 4 | 2016 |

Vector-on-function quantile regression for stationary ergodic processes M Chaouch, N Laïb Journal of the Korean Statistical Society 44 (2), 161-178, 2015 | 4 | 2015 |

Volatility estimation in a nonlinear heteroscedastic functional regression model with martingale difference errors M Chaouch Journal of Multivariate Analysis 170, 129-148, 2019 | 3 | 2019 |

Nonparametric M-estimation for right censored regression model with stationary ergodic data M Chaouch, N Laïb, EO Saïd Statistical Methodology 33, 234-255, 2016 | 3 | 2016 |

Contribution à l'estimation non paramétrique des quantiles géométriques et à l'analyse des données fonctionnelles M Chaouch | 3 | 2008 |

Conditional Spatial Quantile: Characterization and Nonparametric Estimation M Chaouch, A Gannoun, J Saracco Cahiers du GREThA, 2008 | 1 | 2008 |

Single functional index quantile regression under general dependence structure M Chaouch, AA Bouchentouf, A Traore, A Rabhi Journal of Nonparametric Statistics 32 (3), 725-755, 2020 | | 2020 |

Real-time estimation for functional stochastic regression models A Aboubacar, M Chaouch Journal of Statistical Computation and Simulation 90 (9), 1705-1732, 2020 | | 2020 |