Sami Ullah, Amer Taj, Rida Zarkash, Mudassir Ahmad Khan, and Muhammad Imran Khan Khalil. “A Hybrid Machine Learning Framework for Multi-Class Twitter Sentiment Analysis Using Logistic Regression and Random Forest”. Spectrum of Engineering Sciences 4, no. 2 (February 27, 2026): 1803–1815. Accessed November 6, 2026. https://www.thesesjournal.com/index.php/1/article/view/3736.