Publications

SufRec, an algorithm for mining association rules: Recursivity and task parallelism (avec M. Pelletier et L. Raimbault), Expert Systems With Applications (2024), Vol 236, 121321, https://doi.org/10.1016/j.eswa.2023.121321

Association rules and decision rules (avec M. Pelletier et L. Raimbault), Stat. Anal. Data Min.: ASA Data Sci.J. (2023), 1–25. https://doi.org/10.1002/sam.11620

A recursive algorithm for mining association rules (avec M. Pelletier et L. Raimbault), SN Comput. Sci. 3 (2022), no. 384. https://doi.org/10.1007/s42979-022-01266-y

Multivariate compact law of the iterated logarithm for averaged stochastic approximation algorithms ( avec M. Pelletier) Serdica Math. J. 46, 335–356, (2020)

A compact law of the iterated logarithm for online estimator of hazard rate under random censoring ( avec M. Pelletier) Statist. Probab. Lett. 178 (2021)

Online estimation of integrated squared density derivatives ( avec M. Pelletier) Statist. Probab. Lett. 166 (2020)

Recursive estimators of integrated squared density derivatives ( avec M. Pelletier) Statist. Probab. Lett. 157 (2020)

Online estimation of hazard rate under random censoring ( avec M, Douma et M. Pelletier) J. Statist. Plann. Inference 196 (2018), 87–104

Moderate deviations principles for the kernel estimator of nonrandom regression functions ( avec M. Pelletier) Afr. Stat. 11 (2016), no. 2, 995–1021

The multivariate Révész’s online estimator of a regression function and its averaging ( avec M. Pelletier) Math. Methods Statist. 25 (2016), no. 3, 151–167

Testing linear regression models in non regular case (avec Z. Mohdeb) Communications
in Statistics-Theory and Methods., Vol. 44, Issue 21, pp. 4476-4490 (2015)

A generalization of the averaging procedure: the use of two-time-scale algorithms (avec
M. Pelletier) SIAM J. Control Optim., Vol. 49, No. 4, pp. 1523-1543 (2011)

Joint behaviour of semirecursive kernel estimators of the location and of the size of the
mode of a probability density function (avec M. Pelletier et B. Thiam) Journal of Prob-
ability and Statistics, 2011 , ID 564297, 27 pages doi:10.1155/2011/564297 (2011)

Revisiting Revesz stochastic approximation method for the estimation of a regression
function, (avec M. Pelletier et Y. Slaoui), ALEA, Lat. Am. J. Probab. Math. Stat., 6, p.
63-114, 2009

The stochastic approximation method for the estimation of a multivariate probability
density, (avec M. Pelletier et Y. Slaoui), Journal of Statistical Planning and Inference,
139, No. 7, p. 2459-2478, 2009

On the recursive estimation of the location and of the size of the mode of a probability
density, (avec K. Djeddour et M. Pelletier), Serdica Math. J., 34, no. 3, p. 651-688, 2008

Large and moderate deviations principles for the kernel estimator of the multivariate
regression, (avec M. Pelletier et B. Thiam), Math. Methods Statist., 17, no. 2, p. 146-
172, 2008

Compact law of the iterated logarithm for matrix-normalized sums of random vectors,
(avec M. Pelletier), Theory of Probability and its Applications, 52, p.636-650, 2008

Testing for uniformity by empirical Fourier expansion, (avec K. Djeddour, et M. Pelletier)
Mathematical Methods of Statistics 16, no. 2, 124{141, 2007

A companion for the Kiefer-Wolfowitz-Blum stochastic approximation algorithm, (avec
M. Pelletier), Annals of Statistics, 35, no. 4, p. 1749-1772, 2007

Large and moderate deviations principles for recursive kernel estimators of a multivariate
density and its partial derivatives, (avec M. Pelletier et B. Thiam) Serdica Math. J. 32,
p.323-354, 2006

Condence bands for densities, logarithmic point of view, (avec M. Pelletier), ALEA,
Latin American Journal of Probability and Mathematical Statistics, 2, p. 231-266, 2006

Limit of Normalized Quadrangulations: the Brownian map, (avec J. F. Marckert), Annals
of Probability, Vol 34, N6, p. 2144-2202, 2006

Convergence rate and averaging of nonlinear two-time-scale stochastic approximation algorithms, (avec M. Pelletier), Annals of Applied Probability, Vol 16, N3, p. 1671-1702,
2006

A large deviations upper bound for the kernel mode estimator, (avec M. Pelletier et J.
Worms), Theory of Probability and its Applications, Tome 50, Vol 1, p. 153-165, 2006

A large deviations upper bound for the kernel mode estimator, (avec M. Pelletier et J.
Worms), Theory of Probability and its Applications, Tome 50, Vol 1, p. 153-165, 2006

Moderate deviations for the kernel mode estimator and some applications, (avec M. Pelletier), Journal of Statistical Planning and Inference, 135, p. 276-299, 2005

Large and moderate deviations principles for kernel estimation of a multivariate density
and its partial derivatives, (avec M. Pelletier et J. Worms), Australian and New Zealand
Journal of Statistics, 47, p. 489-502, 2005

On the use of nonparametric regression for testing linear hypotheses, (avec Z. Mohdeb),
Ann. I.S.U.P., 48, no. 3, p. 63-77, 2004

Average squared residuals approach for testing linear hypotheses in nonparametric regression, (avec Z. Mohdeb), Journal of Nonparametric Statistics Vol. 16, Numbers 1-2,
p. 3-12, 2004

Lader variables, Internal structure of Galton-Watson trees and Finite branching random
walks, (avec J.F. Marckert), Journal of Appl. Prob., Vol. 40, N3, p. 671-689, 2003

State spaces of the snake and of its tour- Convergence of the discrete snake, (avec J.F.
Marckert), Journal of Theoretical Probability, Vol. 16, n14, p. 1015-1046, 2003

The depth first processes of Galton-Watson trees converge to the same brownian excursion, (avec J.F. Marckert), Annals of Probability, Vol. 31, n3, p. 1655-1678, 2003

The law of the iterated logarithm for the multivariate kernel mode estimator, (avec M.
Pelletier), ESAIM, Probability and Statistics, Vol. 7, p. 1-22, 2003

Testing for hypotheses on the spectral density of time series, SPIE, 4391, p. 259-264,
2001

Testing hypothesis on Fourier coefficients in nonparametric regression model, (avec Z.
Mohdeb), Journal of Nonparametric Statistic, Vol 13, p.605-629, 2001

Tests d’hypothèses sur les coefficients de Fourier d’une fonction de régression non lineaire,
(avec Z. Mohdeb),CRAS, t. 326, 1998

Empirical consistent estimation of the order of ARMA process, SPIE 3391, p. 467-475,
1998

A measure of information and its applications to test for randomness against ARMA
alternatives and to goodness of t test, Stoch. Proc. Appl., 72, p. 145-159, 1997

Estimation consistante de l’ordre d’un processus ARMA, CRAS, t. 323, p. 1271-1276,
1996

Orbit theorems for semigroup of regular morphisms and nonlinear discrete time systems,
Bull. Soc. Math. France., 123, 477-491, 1995

High order statistics for sinusoid peak detection, (avec M. Benidir et K.Drouiche), SPIE,
2563, p. 34-41, 1995

Une mesure d’information et son application a des tests pour des processus ARMA, CRAS, t. 319, 1994

Matrix representation of spectral coefficients of randomly sampled ARMA models, (avec
A.Kadi), Stoch. Proc. Appl., 54, p. 121-131, 1994

Sur quelques nouveaux tests pour les series chronologiques, CRAS, t. 318, 1994

Study of risks of kernel estimators, Th. Prob. Appl. Vol. 35, N3, p. 531-538, 1991

Estimation of the entropy and information of absolutely continuous random variables,
IEEE Trans. Inf. Theory, Vol.35, N1, p. 193-197, 1990

Proprietes de mélange des processus autorégressifs polynomiaux, Annales de l’IHP, Vol.
26, p. 219-260, 1990

Entropie des processus linéaires, Prob. Math. Stat. Vol.11, Fasc.1, 1990

Orbites de semi-goupes de morphismes réguliers et systèmes non linéaires en temps discret, Forum Mathematicum, Vol. 1, p. 359-377, 1989

Ergodicité des systemes stochastiques polynomiaux en temps discret, Lect. Notes Cont.
Inf. Sc., Vol. 122, p. 404-413, 1988

Mixing properties of ARMA processes, Stoch. Proc. Appl., 29, 1988

Sur un modèle autoregressif non linéaire, ergodicité et ergodicité géométrique, JTSA,
Vol.8, N2, p. 195-204, 1987

Conditions suffisantes de mélange géométrique des processus auto-régressifs polynomiaux,
CRAS, t. 305, 1987

Sur le mélange d’un processus ARMA vectoriel, CRAS, t. 303, 1986

Etude des risques des estimateurs a noyaux, CRAS, t. 301, 1985

Conditions suffisantes d’existence et d’ergodicité géométrique des modèles bilinéaires,
CRAS, t.301, 1985

Le modele non linéaire AR(1) general, Ergodicité et ergodicité géométrique, CRAS, t.301,
1985

Entropie des processus et erreur de prédiction, CRAS, t.298, 1985