Algo-Trading Strategy for Intraweek Foreign Exchange Speculation Based on Random Forest and Probit Regression. - Younes Chihab; Zineb Bousbaa; Marouane Chihab; Omar Bencharef; Soumia Ziti (Appl. Comput. Intell. Soft Comput., 2019)

An Automatic Transformation method from the e3Value Model to UML2 sequence Diagrams: an MDA Approach. - Nassim Kharmoum; Soumia Ziti; Yassine Rhazali; Fouzia Omary (Int. J. Comput., 2019)

Model for data codification in hierarchical classifications with application to the biodiversity domain. - Altaf Alaoui; Dakki Mohamed; Soumia Ziti; Badia Ettaki; Jamal Zerouaoui (J. King Saud Univ. Comput. Inf. Sci., 2022)

Agile pedagogy: using scrum and project based learning for enhanced educational experiences. - Houda Khabbali; Yassine Zaoui Seghroucheni; Soumia Ziti (CiSt, 2023)

Interaction Multi-Agent Models' Automatic Alignment with MDA Higher Abstraction Level. - Nassim Kharmoum; Sara Retal; Karim El Bouchti; Wajih Rhalem; Soumia Ziti (Int. J. Online Biomed. Eng., 2023)

Teaching soft skills: adapting teaching approaches to the diversity of learner needs. - Kamal Najem; Yassine Zaoui Seghroucheni; Soumia Ziti (ICSLT, 2024)

SAE-EDA: Sparse AutoEncoder-Based Feature Extraction and Exponential Discriminant Analysis for Robust Face Recognition. - Ayyad Maafiri; Yassine Himeur; Khalid Chougdali; Shadi Atalla; Wathiq Mansoor; Soumia Ziti (ICSR + AI (3), 2024)

IoT-Enabled Smart Greenhouse for Robotic Enhancement of Tomato Production: Leveraging 5G and Edge Computing for Advanced Data-Driven Automation, Precision Irrigation, and Scalable Zoning Principles. - Anass Ariss; Imane Ennejjai; Asmaa Lamjid; Jamal Mabrouki; Nassim Kharmoum; Soumia Ziti (Int. J. Interact. Mob. Technol., 2024)

Ischemic Stroke Classification Using VGG-16 Convolutional Neural Networks: A Study on Moroccan MRI Scans. - Wafae Abbaoui; Sara Retal; Soumia Ziti; Brahim El Bhiri; Hassan Moussif (Int. J. Online Biomed. Eng., 2024)

The evolution of virtual identity: a systematic review of avatar customization technologies and their behavioral effects in VR environments. - Hamid Ouhnni; Acim Btissam; Belhiah Meryam; Karim El Bouchti; Yassine Zaoui Seghroucheni; Souad Najoua Lagmiri; Benachir Rigalma; Soumia Ziti (Frontiers Virtual Real., 2025)

Enhancing misinformation detection using long short-term memory (LSTM) and bidirectional LSTM (Bi-LSTM) with word embedding techniques. - Imane Ennejjai; Anass Ariss; Jamal Mabrouki; Soumia Ziti (Discret. Math. Algorithms Appl., 2025)