IAES International Journal of Artificial Intelligence (IJ-AI)
Vol 15, No 4: August 2026

The role of big data in precision medicine and healthcare monitoring using the MapReduce framework

Meenakshi Sankarasubramanian (SRM Institute of Science and Technology)
Meena Chavan (Bharati Vidyapeeth (Deemed to be University))
Govindan Manoharan Karthik (Vellore Institute of Technology)
Jhansi Pandiri (Aditya University)
Arumalla Nagaraju (Koneru Lakshmaiah Education Foundation)
Idimadakala Madhavilatha (Sri Venkateswara College of Engineering)



Article Info

Publish Date
01 Aug 2026

Abstract

Data analytics has become a cornerstone of precision medicine by enabling doctors and scientists to extract meaningful insights from vast, complex data sets. Most healthcare data are high-dimensional data that not only require longer computational time but also affect the accuracy of analysis. In order to overcome these issues, the MapReduce based big data healthcare monitoring framework is proposed. The proposed work comprises preprocessing, the MapReduce framework, and data classification. The preprocessing can be done using improved min-max normalization, and the big data can be handled using the improved support vector machine (SVM)-recursive feature elimination (RFE) method. Finally, the classification can be done using a deep Q-network (DQN). The performance of the proposed method is analyzed in terms of accuracy, precision, F-measure, and Matthew's correlation coefficient (MCC).

Copyrights © 2026






Journal Info

Abbrev

IJAI

Publisher

Subject

Computer Science & IT Engineering

Description

IAES International Journal of Artificial Intelligence (IJ-AI) publishes articles in the field of artificial intelligence (AI). The scope covers all artificial intelligence area and its application in the following topics: neural networks; fuzzy logic; simulated biological evolution algorithms (like ...