ISSN: 2168-9784
+44 1300 500008
Department of Computer Engineering, Rajiv Gandhi Institute of Technology, University of Mumbai, Mumbai, India
Research
Synergizing Machine Learning and Blockchain for Pioneering Early Disease Detection: A Focused Study on COVID-19 Diagnosis
Author(s): Jayendra S. Jadhav* and Jyoti Deshmukh
Early disease detection plays a pivotal role in modern healthcare, as it can substantially influence patient prognosis, healthcare costs, and overall public health. Machine learning algorithms serve as indispensable tools for uncovering subtle patterns, trends, and predictive factors present in complex medical data sources, such as patient records, diagnostic images, and genomic information. The integration of machine learning with Blockchain technology presents a substantial opportunity for transformative advancements in healthcare. This document examines several machine learning techniques such as LR, RF, GB, SVC, and GNB. It showcases their remarkable effectiveness in analysing symptoms for accurate disease detection, with COVID-19 serving as a primary case study. The application of cross-validation offered a sophisticated analysis of the performance capabilities, revealing that th.. View More»
DOI:
10.35248/2168-9784.24.13.481