An Approach to Utilize FMEA for Autonomous Vehicles to Forecast Decision Outcome. - Samitha Khaiyum; Bishwajit Pal; Y. S. Kumaraswamy (FICTA (1), 2014)

Enhanced Data Stream Classification by Optimized Weight Updated Meta-learning: Continuous learning-based on Concept-Drift. - Maisnam Niranjan Singh; Samitha Khaiyum (Int. J. Web Inf. Syst., 2021)

Reducing catastrophic forgetting problem in streaming data by Hybrid Shark Smell with Jaya Optimization-based Deep Neural Networks. - Maisnam Niranjan Singh; Samitha Khaiyum (Int. J. Model. Simul. Sci. Comput., 2022)

Predicting sedentary behavior in adults using stacked LSTM modeling. - M. B. Vibha; M. Chandrika; Samitha Khaiyum; P. Rakshitha Kiran (Int. J. Syst. Assur. Eng. Manag., 2025)

A Lightweight Deep Learning Framework for Real-Time Predictive Analytics in Edge Computing Environments. - Nirmalkumar S. Benni; B. C. Anil; S. R. Jayasimha; K. Girish; C. Vishal; Samitha Khaiyum (SN Comput. Sci., 2026)