Palli, A.S. and JafreezalJaafar and Gilal, A.R. and Alsughayyir, A. and Gomes, H.M. and Alshanqiti, A. and Omar, M. (2024) Online Machine Learning from Non-stationary Data Streams in the Presence of Concept Drift and Class Imbalance: A Systematic Review. Journal of Information and Communication Technology, 23 (1). pp. 105-139.

Palli, A.S. and Jaafar, J. and Hashmani, M.A. and Gomes, H.M. and Alsughayyir, A. and Gilal, A.R. (2023) Combined Effect of Concept Drift and Class Imbalance on Model Performance during Stream Classification. Computers, Materials and Continua, 75 (1). pp. 1827-1845.

Gilal, A.R. and Palli, A.S. and Jaafar, J. and Talpur, B.A. and Waqas, A. and Gilal, R. (2023) Do We Use the Right Elements for Assurance Case Development? Lecture Notes in Networks and Systems, 573 LN. pp. 278-286. ISSN 23673370

Palli, A.S. and Jaafar, J. and Gomes, H.M. and Hashmani, M.A. and Gilal, A.R. (2022) An Experimental Analysis of Drift Detection Methods on Multi-Class Imbalanced Data Streams. Applied Sciences (Switzerland), 12 (22). ISSN 20763417

Palli, A.S. and Jaafar, J. and Hashmani, M.A. and Gomes, H.M. and Gilal, A.R. (2022) A Hybrid Sampling Approach for Imbalanced Binary and Multi-Class Data Using Clustering Analysis. IEEE Access, 10. pp. 118639-118653. ISSN 21693536

Palli, A.S. and Jaafar, J. and Hashmani, M.A. (2021) Performance Degradation of Multi-class Classification Model Due to Continuous Evolving Data Streams. Lecture Notes on Data Engineering and Communications Technologies, 72. pp. 696-706. ISSN 23674512