A Contribution to Time Series Analysis and Forecasting Using Deep Learning Approaches. - Abdellah El Zaar; Amine Mansouri; Nabil Benaya; Abderrahim El Allati; Toufik Bakir (ICCAD, 2024)

Prediction of US 30-years-treasury-bonds movement and trading entry point using the robust 1DCNN-BiLSTM-XGBoost algorithm. - Abdellah El Zaar; Nabil Benaya; Toufik Bakir; Amine Mansouri; Abderrahim El Allati (Expert Syst. J. Knowl. Eng., 2024)

Hybrid Transformer-CNN architecture for multivariate time series forecasting: Integrating attention mechanisms with convolutional feature extraction. - Abdellah El Zaar; Amine Mansouri; Nabil Benaya; Toufik Bakir; Abderrahim El Allati (J. Intell. Inf. Syst., 2025)