A review of microservices autoscaling with formal verification perspective. - Siti Nuraishah Agos Jawaddi; Muhammad Hamizan Johari; Azlan B. Ismail (Softw. Pract. Exp., 2022)

Experimental Evaluation of Machine Learning Models for Goal-oriented Customer Service Chatbot with Pipeline Architecture. - Nurul Ain Nabilah Mohd Isa; Siti Nuraishah Agos Jawaddi; Azlan B. Ismail (CoRR, 2024)

Integrating OpenAI Gym and CloudSim Plus: A simulation environment for DRL Agent training in energy-driven cloud scaling. - Siti Nuraishah Agos Jawaddi; Azlan B. Ismail (Simul. Model. Pract. Theory, 2024)

Energy efficient task scheduling based on deep reinforcement learning in cloud environment: A specialized review. - Huanhuan Hou; Siti Nuraishah Agos Jawaddi; Azlan B. Ismail (Future Gener. Comput. Syst., 2024)

Insights into cloud autoscaling: a unique perspective through MDP and DTMC formal models. - Siti Nuraishah Agos Jawaddi; Azlan Ismail; Muhammad Nur Haziq Mohammad Hatta; Anis Faqihah Kamarulzaman (J. Supercomput., 2024)

Stream ETL framework for twitter-based sentiment analysis: Leveraging big data technologies. - Azlan B. Ismail; Faris Haziq Sazali; Siti Nuraishah Agos Jawaddi; Sofianita Mutalib (Expert Syst. Appl., 2025)