S. Ishwarya Lakshmi

Kalasalingam Academy of Research and Education

Papers

Total Citations

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About

S. Ishwarya Lakshmi is a prominent researcher in the intersection of data analytics and healthcare systems, with a focus on developing intelligent frameworks for improving medical decision-making and patient outcomes. Her most-cited work, "A Framework for Data Analytics-Based Healthcare Systems" (2021), has garnered 51 citations, establishing her as a key contributor to the field of health informatics. This paper proposes a comprehensive architecture for integrating big data analytics into clinical workflows, enabling real-time monitoring, predictive diagnostics, and personalized treatment planning. Her research addresses critical challenges in data heterogeneity, scalability, and privacy, offering practical solutions that bridge the gap between raw healthcare data and actionable insights. Beyond this flagship study, Lakshmi's broader portfolio explores machine learning applications in disease prediction and resource optimization, reflecting her commitment to translating computational methods into tangible healthcare improvements. Her work has been recognized for its potential to reduce diagnostic errors and enhance operational efficiency in medical settings. As a researcher, Lakshmi continues to shape the future of data-driven medicine, inspiring students and practitioners to leverage analytics for smarter, more responsive healthcare systems.