Publications

Articles acceptés:

-"Estimation dans un modèle d'équations estimantes avec données fonctionnelles" dans J-SFdS, 2014. Lien vers l'article

-"Testing with functional time series" Book Chapter in "Contributions in infinite-dimensional statistics and related topics", 2014.

-"Improving prediction performance of stellar parameters using functional models" with Robbiano, S. and Curé, M. Journal of Applied Statistics, 2016, Volume 43, Issue 8 pp. 1465-1476. Lien vers l'article

-"Testing the predictor effect on a functional response" with Patilea, V. and Sánchez-Sellero, C., Journal of the american statistical association, 2016, Volume 111, Issue 516 pp. 1684-1695. lien vers arxiv

-"Testing linear causality in the sense of Granger with stationary functional time series" Proceedings IWFOS 2017.

-"Quantitative follow-up of MOOC students using Big Data techniques" with Gerval, J.P., accepté dans Proceedings KES-SEEL 2019.

-"Nonparametric kernel smoothing classification to enhance optical correlation decision performances" with El Bouz, M., Aron, M. and Al Falou, A. accepté SPIE 2019.

-" Enhancing Optical Correlation Decision Performance for Face Recognition by Using a Nonparametric Kernel Smoothing Classification." with Saumard, M.; Elbouz, M.; Aron, M.; Alfalou, A.; Brosseau, C. Sensors 2019, 19, 5092. Lien vers l'article

-"Dynamic Functional Principal Components for Testing Causality" with Hadjadji, B. Signals 2021,2(2).353-365. Lien vers l'article 

- "Multi-oriented run length based static and dynamic features fused with Choquet fuzzy integral for human fall detection in videos" with Hadjadji, B. and Aron, M. JVCI 2021. Lien vers l'article

- "Reconsidering conceptual knowledge: Heterogeneity of its components" with Puma, S., Sander, E., Barbet, I. and Latouche, A. Journal of Experimental Child Psychology. 2022. Lien vers l'article 

- "The Impact of Multiple Transform Selection (MTS) on the VVC Encoder performance " with S. Samir, T. Damak , M. Ali Ben Ayed , M. Jridi. ORASIS 2023, Carqueiranne, France

-" Enhancing Speech Emotions Recognition Using Multivariate Functional Data Analysis", Big Data Cogn. Comput. 2023, 7(3), 146; Lien vers l'article 

- "Performance analysis of MTS on the VVC encoder." S. Samir, T. Damak, M. Saumard, M. Ali Ben Ayed, M. Jridi, N. Masmoudi. Signal, Image and Video Processing, 2023, ⟨10.1007/s11760-023-02867-7⟩. 

- "Deep functional multiple index models with an application to SER" with A. El Haj, T. Napoleon. 2024. Lien ArXiv 

- "Optimized VVC Transform Module based on Fast MTS Decision" S. Samir, T. Damak, M. Saumard, M. Ali Ben Ayed, M. Jridi. AICCSA 2024. Sousse, Tunisia.

- "Random Forest Based Fast MTS Algorithm for VVC Encoder"  S. Samir, M. Saumard, T. Damak,  M. Jridi, M. Ali Ben Ayed. LAIS-ICSOC 2024. Tunis, Tunisia.

- "Comparison of Deep Learning Methods for Functional Data" N. Goujili, M. Saumard, M. Jridi. IWFOS 2025. Novara, Italia. Lien vers l'article 

- "Functional Data Analysis for Prediction of Employee Presence" N. Goujili, M. Saumard, N. Cochard, M. Jridi. IEEE ACCESS. 2025 Lien vers l'article 

Articles de blog: 

-"Clustering de données fonctionnelles" pour LumenAi lien vers l'entreprise et vers l'article.