Classification of Osteoarthritis from Rheumatoid Arthritis based on Stacked Ensemble Machine Learning

There are two primary types of arthritis: osteoarthritis and rheumatoid arthritis, respectively. Pain and stiffness are symptoms of osteoarthritis when the cartilage and underlying bone deteriorate. Osteoarthritis seems to affect adults in their middle years more frequently. As an autoimmune disease, rheumatoid arthritis involves joint inflammation caused by an infection; our resistant system often assists in protecting our body from disease and infection. Using clinical data analysis, rheumatoid arthritis patients were predicted in this study. To identify rheumatic illness, clinical data were examined, and threshold values were periodically examined using the k-means approach for the RA factor, anti-CCP, SJC, and ESR factors. This data analysis suggested that rheumatoid disease might develop if either the RF or AC were positive. In this study, we used four criteria for rheumatic disease diagnosis to predict rheumatic disorders using machine learning.