Meghana Kshirsagarمشاهده پروفایل
استادیار
Meghana Kshirsagar serves as Assistant Professor in the Department of Computer Science & Information Systems at the University of Limerick, with dual appointments at Lero – the Irish Research Centre for Software and the Limerick Digital Cancer Research Centre. Her interdisciplinary work bridges computer science with healthcare innovation, focusing on real-world applications of advanced computational techniques. Her research spans Machine Learning, Artificial Intelligence, Evolutionary Computation, Blockchain, Digital Health, Large Language Models, and Digital Twins. She develops novel algorithms like grammatical evolution for hyperparameter optimization and blockchain frameworks for secure healthcare data sharing, with applications in cancer risk stratification, hip fracture pathway modeling, and financial portfolio optimization. Her work consistently addresses ethical AI implementation and sustainable computing practices. Analysis of her 52+ publications (2011-2025) reveals three dominant trends: (1) Evolutionary computation techniques for symbolic regression and digital circuit design, (2) Blockchain applications in healthcare data security and scientific collaboration, and (3) Responsible AI implementations in medical diagnostics and finance. Her recent focus emphasizes mitigating algorithmic bias in cancer diagnostics and sustainable hyperparameter optimization. As an active member of Lero and the Limerick Digital Cancer Research Centre, she collaborates with clinicians, data scientists, and industry partners to translate research into clinical tools. Her work contributes to UN Sustainable Development Goals through digital health innovations that improve healthcare accessibility and efficiency.
