Statistical Modelling and Inference

You will find below our recent publications in statistical modelling and inference.


Journal Articles


1. Lambert, Philippe. Nonparametric density estimation and risk quantification from tabulated sample moments. In: Insurance: Mathematics and Economics, Vol. 108, p. 177-189 (2023). doi:10.1016/j.insmatheco.2022.12.004. http://hdl.handle.net/2078.1/269362

2. Plassier, Vincent; Portier, François; Segers, Johan. Risk bounds when learning infinitely many response functions by ordinary linear regression. In: Annales de l'Institut Henri Poincare. B, Probability and Statistics, Vol. 59, no.1, p. 53-78 (2023). doi:10.1214/22-AIHP1259. http://hdl.handle.net/2078.1/271638

3. Lhaut, Stéphane; Sabourin, Anne; Segers, Johan. Uniform concentration bounds for frequencies of rare events. In: Statistics & Probability Letters, Vol. 189, p. 109610 (2022). doi:10.1016/j.spl.2022.109610. http://hdl.handle.net/2078.1/263682

4. Orsi, Renzo; Mouchart, Michel; Wunsch, Guillaume. Causality in Econometric Modeling : From Theory to Structural Causal Modeling. In: Journal of Econometrics and Statistics, Vol. 2, no.1, p. 61-90 (2022). http://hdl.handle.net/2078.1/264319

5. Pircalabelu, Eugen; Claeskens, Gerda. Linear manifold modeling and graph estimation based on multivariate functional data with different coarseness scales. In: Journal of Computational and Graphical Statistics, (2022). doi:10.1080/10618600.2022.2108818 (Accepté/Sous presse). http://hdl.handle.net/2078.1/264877

6. Kyriakopoulou, Dimitra; Hafner, Christian. Reconciling negative return skewness with positive time-varying risk premia. In: Econometric Reviews, Vol. 41, no.8, p. 877-894 (2022). doi:10.1080/07474938.2022.2072323. http://hdl.handle.net/2078.1/265596

7. Hafner, Christian; Majeri, Sabrine. Analysis of cryptocurrency connectedness based on network to transaction volume ratios. In: Digital Finance, Vol. 4, p. 187-216 (2022). doi:10.1007/s42521-022-00054-w. http://hdl.handle.net/2078.1/265601

8. Bocart, Fabian Y.R.P.; Hafner, Christian; Kasperskaya, Yulia; Sagarra, Marti. Investing in superheroes? Comic art as a new alternative investment. In: The Journal of Alternative Investments, (2023). doi:10.3905/jai.2022.1.174 (Accepté/Sous presse). http://hdl.handle.net/2078.1/265598

9. Simar, Léopold; Wilson, Paul W. Nonparametric, Stochastic Frontier Models with Multiple Inputs and Outputs. In: Journal of Business and Economic Statistics, (2022). doi:10.1080/07350015.2022.2110882 (Accepté/Sous presse). http://hdl.handle.net/2078.1/267992

10. Hohage, Thorsten; Maréchal, Pierre; Simar, Léopold; Vanhems, Anne. A mollifier approach to the deconvolution of probability densities. In: Econometric Theory, (2022). doi:10.1017/S0266466622000457 (Accepté/Sous presse). http://hdl.handle.net/2078.1/267997

11. Nguyen, Bao Hoang; Simar, Léopold; Zelenyuk, Valentin. Data sharpening for improving central limit theorem approximations for data envelopment analysis-type efficiency estimators. In: European Journal of Operational Research, Vol. 303, no.3, p. 1469-1480 (2022). doi:10.1016/j.ejor.2022.03.038. http://hdl.handle.net/2078.1/267847

12. Hafner, Christian; Herwartz, Helmut. Dynamic score driven independent component analysis. In: Journal of Business and Economic Statistics, (2022). doi:10.1080/07350015.2021.2013244 (Accepté/Sous presse). http://hdl.handle.net/2078.1/258973

13. Hafner, Christian; Wang, Linqi. Dynamic portfolio selection with sector-specific regularization. In: Econometrics and Statistics, (2022). doi:10.1016/j.ecosta.2022.01.001 (Accepté/Sous presse). http://hdl.handle.net/2078.1/258976

14. Hafner, Christian; Wang, Linqi. A dynamic conditional score model for the log correlation matrix. In: Journal of Econometrics, (2022). doi:10.1016/j.jeconom.2021.09.004 (Accepté/Sous presse). http://hdl.handle.net/2078.1/258975

15. Mathieu, Sophie; Lefèvre, Laure; von Sachs, Rainer; Delouille, Véronique; Ritter, Christian; Clette, Frédéric. Nonparametric monitoring of sunspot number observations. In: Journal of Quality Technology, (2022). doi:10.1080/00224065.2022.2041376 (Accepté/Sous presse). http://hdl.handle.net/2078.1/258343

16. Wunsch, Guillaume; Russo, Federica; Mouchart, Michel; Orsi, Renzo. Time and causality in the social sciences. In: Time & Society, Vol. 31, no. 2, p. 177-204 (2022). doi:10.1177/0961463X211029488. http://hdl.handle.net/2078.1/254443

17. Mordant, Gilles; Segers, Johan. Measuring dependence between random vectors via optimal transport. In: Journal of Multivariate Analysis, Vol. 189, p. 104912 (2022). doi:10.1016/j.jmva.2021.104912. http://hdl.handle.net/2078.1/254444

18. Haedo, Christian; Mouchart, Michel. Two-mode clustering through profiles of regions and sectors. In: Empirical Economics, Vol. 63, p. 1971-1996 (2022). doi:10.1007/s00181-022-02201-z. http://hdl.handle.net/2078.1/259444

19. Chau, Joris; von Sachs, Rainer. Time-varying spectral matrix estimation via intrinsic wavelet regression for surfaces of Hermitian positive definite matrices. In: Computational Statistics & Data Analysis, Vol. 174, p. 107477 (2022). doi:10.1016/j.csda.2022.107477. http://hdl.handle.net/2078.1/259687

20. Yang, Bingduo; Cai, Zongwu; Hafner, Christian; Liu, Guannan. Time-Varying Mixture Copula Models with Copula Selection. In: Statistica Sinica, Vol. 32, p. 1049-1077 (2022). http://hdl.handle.net/2078.1/258923

21. Pircalabelu, Eugen; Artemiou, Andreas. High-dimensional Sufficient Dimension Reduction through principal projections. In: Electronic Journal of Statistics, Vol. 16, no. 1, p. 1804-1830 (2022). http://hdl.handle.net/2078.1/258818

22. Beretta, Alessandro; Heuchenne, Cédric; Restaino, Marialuisa. Competing risks proportional-hazards cure model and generalized extreme value regression: an application to bank failures and acquisitions in the United States. In: Journal of Applied Statistics, Vol. 49, no. 16, p. 4162-4180 (2022). doi:10.1080/02664763.2021.1973386. http://hdl.handle.net/2078.1/251423

23. Heuchenne, Cédric; Jacquemain, Alexandre. Inference for monotone single-index conditional means: a Lorenz regression approach. In: Computational Statistics & Data Analysis, Vol. 167, p. 107347 (2022). doi:10.1016/j.csda.2021.107347. http://hdl.handle.net/2078.1/251823

24. El Mehdi, Rachida; Hafner, Christian. Panel stochastic frontier analysis with dependent error terms. In: International Econometric Review, Vol. 13, no.2, p. 24-40 (2021). doi:10.33818/ier.1033722. http://hdl.handle.net/2078.1/258972

25. Yang, Bingduo; Hafner, Christian; Liu, Guannan; Long, Wei. Semiparametric estimation and variable selection for single-index copula models. In: Journal of Applied Econometrics, Vol. 36, no.7, p. 962-988 (2021). doi:10.1002/jae.2812. http://hdl.handle.net/2078.1/258974

26. Fall, François Seck; Tchuigoua, Hubert Tchakoute; Vanhems, Anne; Simar, Léopold. Gender effect on microfinance social efficiency: A robust nonparametric approach. In: European Journal of Operational Research, Vol. 295, no. 2, p. 744-757 (2021). doi:10.1016/j.ejor.2021.03.020. http://hdl.handle.net/2078.1/244686

27. Asenova, Stefka Kirilova; Mazo, Gildas; Segers, Johan. Inference on extremal dependence in the domain of attraction of a structured Hüsler–Reiss distribution motivated by a Markov tree with latent variables. In: Extremes, Vol. 24, p. 461-500 (2021). doi:10.1007/s10687-021-00407-5. http://hdl.handle.net/2078.1/243714

28. Barigozzi, Matteo; Hallin, Marc; Soccorsi, Stefano; von Sachs, Rainer. Time-Varying General Dynamic Factor Models and the Measurement of Financial Connectedness. In: Journal of Econometrics, Vol. 222, no. 1, part B, p. 324-343 (2021). doi:10.1016/j.jeconom.2020.07.004. http://hdl.handle.net/2078.1/224107

29. Mastromarco, Camilla; Simar, Léopold; Zelenyuk, Valentin. Predicting recessions with a frontier measure of output gap: an application to Italian economy. In: Empirical Economics, Vol. 60, p. 2701–2740 (2021). doi:10.1007/s00181-021-02029-z. http://hdl.handle.net/2078.1/244682

30. Daraio, Cinzia; Simar, Léopold; Wilson, Paul W. Quality as a Latent Heterogeneity Factor in the Efficiency of Universities. In: Economic Modelling, Vol. 99, no. June 2021, p. 105485 (2021). doi:10.1016/j.econmod.2021.03.004. http://hdl.handle.net/2078.1/244684

31. Mastromarco, Camilla; Simar, Léopold. Latent heterogeneity to evaluate the effect of human capital on world technology frontier. In: Journal of Productivity Analysis, Vol. 55, p. 71–89 (2021). doi:10.1007/s11123-021-00597-x. http://hdl.handle.net/2078.1/244680

32. Tran, Phuong Hanh; Heuchenne, Cédric; Nguyen, Huu Du; Marie, Hélène. Monitoring Coefficient of Variation using One-Sided Run Rules control charts in the presence of Measurement Errors. In: Journal of Applied Statistics, Vol. 48, no.12, p. 2178-2204 (2021). doi:10.1080/02664763.2020.1787356. http://hdl.handle.net/2078.1/251589

33. Nguyen, Quoc-Thông; Giner-Bosch, Vicent; Tran, Kim Duc; Heuchenne, Cédric; Tran, Kim Phuc. One-sided variable sampling interval EWMA control charts for monitoring the multivariate coefficient of variation in the presence of measurement errors. In: International Journal of Advanced Manufacturing Technology, , no.5-6, p. 19174938 (2021). http://hdl.handle.net/2078.1/251432

34. Bazgour, Tarik; Heuchenne, Cédric; Hübner, Georges; Sougné, Danielle. How do volatility regimes affect the pricing of quality and liquidity in the stock market?. In: Studies in Nonlinear Dynamics and Econometrics, Vol. 25, no.1, p. 20180127 (2021). doi:10.1515/snde-2018-0127. http://hdl.handle.net/2078.1/251460

35. Tran, Phuong Hanh; Heuchenne, Cédric. Monitoring the coefficient of variation using variable sampling interval CUSUM control charts. In: Journal of Statistical Computation and Simulation, Vol. 91, no.3, p. 501-521 (2021). doi:10.1080/00949655.2020.1819278. http://hdl.handle.net/2078.1/251595

36. Pircalabelu, Eugen; Artemiou, Andreas. Graph informed sliced inverse regression. In: Computational Statistics & Data Analysis, Vol. 164, p. 107302 (2021). doi:10.1016/j.csda.2021.107302. http://hdl.handle.net/2078.1/258810

37. Chau, Joris; von Sachs, Rainer. Intrinsic wavelet regression for curves of Hermitian positive definite matrices. In: Journal of the American Statistical Association, Vol. 116, no.534, p. 819-832 (2021). doi:10.1080/01621459.2019.1700129. http://hdl.handle.net/2078.1/263657

38. Einmahl, John H. J.; Segers, Johan. Empirical tail copulas for functional data. In: Annals of Statistics, Vol. 49, no. 5, p. 2672-2696 (2021). doi:10.1214/21-AOS2050. http://hdl.handle.net/2078.1/243712

39. Beretta, Alessandro; Heuchenne, Cédric. penPHcure: Variable Selection in Proportional Hazards Cure Model with Time-Varying Covariates. In: The R Journal, Vol. 31, no.1, p. 116-129 (2021). http://hdl.handle.net/2078.1/251426

40. Mordant, Gilles; Segers, Johan. Maxima and near-maxima of a Gaussian random assignment field. In: Statistics & Probability Letters, Vol. 173, no. June 2021, p. 109087 (2021). doi:10.1016/j.spl.2021.109087. http://hdl.handle.net/2078.1/244432

41. Leluc, Rémi; Portier, François; Segers, Johan. Control variate selection for Monte Carlo integration. In: Statistics and Computing, Vol. 31, no. 50 (2021). doi:10.1007/s11222-021-10011-z. http://hdl.handle.net/2078.1/248899

42. Gressani, Oswaldo; Lambert, Philippe. Laplace approximations for fast Bayesian inference in generalized additive models based on P-splines. In: Computational Statistics & Data Analysis, Vol. 154, p. 107088 (2021). doi:10.1016/j.csda.2020.107088. http://hdl.handle.net/2078.1/254851

43. Lambert, Philippe. Fast Bayesian inference using Laplace approximations in nonparametric double additive location-scale models with right- and interval-censored data. In: Computational Statistics & Data Analysis, Vol. 161, p. 107250 (2021). doi:10.1016/j.csda.2021.107250. http://hdl.handle.net/2078.1/254853

44. Kneip, Alois; Simar, Léopold; Wilson, Paul W. Inference in Dynamic, Nonparametric Models of Production: Central Limit Theorems for Malmquist Indices. In: Econometric Theory, Vol. 37, no.3, p. 537-572 (2021). doi:10.1017/s0266466620000237. http://hdl.handle.net/2078.1/248896

45. Bibal, Adrien; Marion, Rebecca; von Sachs, Rainer; Frénay, Benoît. BIOT: Explaining Multidimensional Nonlinear MDS Embeddings using the Best Interpretable Orthogonal Transformation. In: Neurocomputing, Vol. 453, p. 109-118 (2021). doi:10.1016/j.neucom.2021.04.088. http://hdl.handle.net/2078/246070

46. Hallin, Marc; Mordant, Gilles; Segers, Johan. Multivariate Goodness-of-Fit Tests Based on Wasserstein Distance. In: Electronic Journal of Statistics, Vol. 15, no. 1, p. 1328-1371 (2021). doi:10.1214/21-EJS1816. http://hdl.handle.net/2078.1/243715

47. Hafner, Christian; Kyriakopoulou, Dimitra. Exponential-Type GARCH Models With Linear-in-Variance Risk Premium. In: Journal of Business & Economic Statistics, Vol. 39, no. 2, p. 589-603 (2021). doi:10.1080/07350015.2019.1691564. http://hdl.handle.net/2078.1/238811

48. Daouia, Abdelaati; Florens, Jean-Pierre; Simar, Léopold. Robustified expected maximum production frontiers. In: Econometric Theory, Vol. 37, no. 2, p. 346-387 (2021). doi:10.1017/S0266466620000171. http://hdl.handle.net/2078.1/229043


Book Chapters


1. Jacquemain, Alexandre; Heuchenne, Cédric; Pircalabelu, Eugen. A lasso-type estimation for the Lorenz regression. In: Proceedings of the 22nd European Young Statistician Meeting , Panteion University of Social and Political Sciences: Athens, Greece, 2021, p. 41-45. 978-960-7943-22-4. xxx xxx. http://hdl.handle.net/2078.1/249216

2. Bücher, Axel; El Ghouch, Anouar; Van Keilegom, Ingrid. Single-Index Quantile Regression Models for Censored Data. In: Advances in Contemporary Statistics and Econometrics , Springer, 2021, p. 177-196. 978-3-030-73248-6. xxx xxx. doi:10.1007/978-3-030-73249-3_10. http://hdl.handle.net/2078.1/249383

3. Kiriliouk, Anna; Segers, Johan; Tsukahara, Hideatsu. Resampling Procedures with Empirical Beta Copulas. In: Pioneering Works on Extreme Value Theory : SpringerBriefs in Statistics (SpringerBriefs in Statistics; xxx), Springer: (Singapore) Singapore, 2021, p. 27-53. 9789811607677. xxx xxx. doi:10.1007/978-981-16-0768-4_2. http://hdl.handle.net/2078.1/248767