Simultaneous measurement of EEG-fNIRS in classifying and localizing brain activation to mental stress. - Fares Al-Shargie; Tong Boon Tang; Nasreen Badruddin; Masashi Kiguchi (ICSIPA, 2015)

Mental stress grading based on fNIRS signals. - Fares Al-Shargie; Tong Boon Tang; Masashi Kiguchi (EMBC, 2016)

Stress Assessment Based on Decision Fusion of EEG and fNIRS Signals. - Fares Al-Shargie; Tong Boon Tang; Masashi Kiguchi (IEEE Access, 2017)

Towards multilevel mental stress assessment using SVM with ECOC: an EEG approach. - Fares Al-Shargie; Tong Boon Tang; Nasreen Badruddin; Masashi Kiguchi (Medical Biol. Eng. Comput., 2018)

Discerning Genuine and Acted Smiles Using Neural Networks. - Mostafa Moussa; Usman Tariq; Hasan Al-Nashash; Fares Al-Shargie (ISSPIT, 2019)

Emotion Recognition Based on Fusion of Local Cortical Activations and Dynamic Functional Networks Connectivity: An EEG Study. - Fares Al-Shargie; Usman Tariq; Meera Alex; Hasan Saeed Mir; Hasan Al-Nashash (IEEE Access, 2019)

EEG-Based Semantic Vigilance Level Classification Using Directed Connectivity Patterns and Graph Theory Analysis. - Fares Al-Shargie; Omnia Hassanin; Usman Tariq; Hasan Al-Nashash (IEEE Access, 2020)

Discrimination of Genuine and Acted Emotional Expressions Using EEG Signal and Machine Learning. - Meera Alex; Usman Tariq; Fares Al-Shargie; Hasan Saeed Mir; Hasan Al-Nashash (IEEE Access, 2020)

Stress Assessment and Mitigation using fNIRS and Binaural Beat Stimulation. - Fares Al-Shargie; Rateb Katmah; Usman Tariq; Fabio Babiloni; Fadwa Al-Mughairbi; Hasan Al-Nashash (SMC, 2021)

Cognitive Vigilance Enhancement Using Audio Stimulation of Pure Tone at 250 Hz. - Fares Al-Shargie; Usman Tariq; Fabio Babiloni; Hasan Al-Nashash (IEEE Access, 2021)

Enhancing EEG-Based Mental Stress State Recognition Using an Improved Hybrid Feature Selection Algorithm. - Ala Hag; Dini Oktarina Dwi Handayani; Maryam Altalhi; Thulasyammal Pillai; Teddy Mantoro; Hou Kit Mun; Fares Al-Shargie (Sensors, 2021)

EEG Mental Stress Assessment Using Hybrid Multi-Domain Feature Sets of Functional Connectivity Network and Time-Frequency Features. - Ala Hag; Dini Oktarina Dwi Handayani; Thulasyammal Pillai; Teddy Mantoro; Hou Kit Mun; Fares Al-Shargie (Sensors, 2021)

A Review on Mental Stress Assessment Methods Using EEG Signals. - Rateb Katmah; Fares Al-Shargie; Usman Tariq; Fabio Babiloni; Fadwa Al-Mughairbi; Hasan Al-Nashash (Sensors, 2021)

Sentiment-aware Classifier for Out-of-Context Caption Detection. - Muhannad Alkaddour; Abhinav Dhall; Usman Tariq; Hasan Al-Nashash; Fares Al-Shargie (ACM Multimedia, 2022)

Mental Stress Assessment Using fNIRS and LSTM. - Rateb Katmah; Fares Al-Shargie; Usman Tariq; Fabio Babiloni; Fadwa Al-Mughairbi; Hasan Al-Nashash (SMC, 2022)

Complexity Analysis of EEG in Patients With Social Anxiety Disorder Using Fuzzy Entropy and Machine Learning Techniques. - Abdulhakim Al-Ezzi; Amal A. Al-Shargabi; Fares Al-Shargie; Ammar T. Zahary (IEEE Access, 2022)

Brain Region-Based Vigilance Assessment Using Electroencephalography and Eye Tracking Data Fusion. - Nadia Abu Farha; Fares Al-Shargie; Usman Tariq; Hasan Al-Nashash (IEEE Access, 2022)

Discriminating Fake and Real Smiles Using Electroencephalogram Signals With Convolutional Neural Networks. - Mostafa Moussa; Usman Tariq; Fares Al-Shargie; Hasan Al-Nashash (IEEE Access, 2022)

Improved Cognitive Vigilance Assessment after Artifact Reduction with Wavelet Independent Component Analysis. - Nadia Abu Farha; Fares Al-Shargie; Usman Tariq; Hasan Al-Nashash (Sensors, 2022)

Detection of Astronaut's Stress Levels During 240-Day Confinement using EEG Signals and Machine Learning. - Fares Al-Shargie; Saleh Al-Ameri; Abdulla Al-Hammadi; Schastlivtseva Daria Vladimirovna; Usman Tariq; Hasan Al-Nashash (EMBC, 2023)

Classification of Mental Stress Levels using EEG Connectivity and Convolutional Neural Networks. - Fares Al-Shargie; Yara Badr; Usman Tariq; Fabio Babiloni; Fadwa Al-Mughairbi; Hasan Al-Nashash (EMBC, 2023)

Mental Stress Detection and Mitigation using Machine Learning and Binaural Beat Stimulation. - Yara Badr; Fares Al-Shargie; Usman Tariq; Fabio Babiloni; Fadwa Al-Mughairbi; Hasan Al-Nashash (EMBC, 2023)

Exploring Neurophysiological Responses to Cross-Cultural Deepfake Videos. - Muhammad Riyyan Khan; Shahzeb Naeem; Usman Tariq; Abhinav Dhall; Malik Nasir Afzal Khan; Fares Al-Shargie; Hasan Al-Nashash (ICMI Companion, 2023)

Assessment of Mental Stress During 240-Days Isolation and Confined Environment using EEG Signals. - Fares Al-Shargie; Saleh Al-Ameri; Abdulla Al-Hammadi; Schastlivtseva Daria Vladimirovna; Usman Tariq; Hasan Al-Nashash (NER, 2023)

Detecting Deepfakes with Super-Resolution EEG. - Ramzi Al-Sharawi; Hamza Athar; Muhammad Riyyan Khan; Usman Tariq; Fares Al-Shargie; Abhinav Dhall; Hasan Al-Nashash (EMBC, 2024)

Discrimination of Real and Deep Fake Videos using EEG Signals. - Muhammad Riyyan Khan; Hasan Saeed Mir; Fares Al-Shargie; Usman Tariq; Abhinav Dhall; Shahzeb Naeem; Malik Nasir Afzal Khan; Hasan Al-Nashash (EMBC, 2024)

Mental Stress Assessment in the Workplace: A Review. - Ghinwa Masri; Fares Al-Shargie; Usman Tariq; Fadwa Al-Mughairbi; Fabio Babiloni; Hasan Al-Nashash (IEEE Trans. Affect. Comput., 2024)

A review on evaluating mental stress by deep learning using EEG signals. - Yara Badr; Usman Tariq; Fares Al-Shargie; Fabio Babiloni; Fadwa Al-Mughairbi; Hasan Al-Nashash (Neural Comput. Appl., 2024)

One-Channel Wearable Mental Stress State Monitoring System. - Lamis Abdul Kader; Fares Al-Shargie; Usman Tariq; Hasan Al-Nashash (Sensors, 2024)

EEG-Based Multi-Level Mental State Classification Using Partial Directed Coherence and Graph Convolutional Networks: Impact of Binaural Beats on Stress Mitigation. - Yara Badr; Fares Al-Shargie; Malik Nasir Afzal Khan; Nour Faris Ali; Usman Tariq; Fadwa Al-Mughairbi; Fabio Babiloni; Hasan Al-Nashash (IEEE Access, 2025)

Patch-Based and Non-Patch-Based inputs Comparison into Deep Neural Models: Application for the Segmentation of Retinal Diseases on Optical Coherence Tomography Volumes. - Khaled Alsaih; Fares Al-Shargie; Mohammed Isam Al-Hiyali; Reham Alhejaili (CoRR, 2025)