Muhammad Nadeem, Muhammad AsadAbbasi, Fayyaz Ali, Kashif Mughal, Dr. Shireen Azhar and Adeel Saeed 2025. A DEEP LEARNING APPROACH TO EARLY DETECTION OF DEPRESSION THROUGH SOCIAL MEDIA TEXT ANALYSIS. Spectrum of Engineering Sciences. 3, 9 (Sep. 2025), 653–675.