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Accurate Thyroid Disease Detection with Ensemble Learning Models

Author Affiliations
Daffodil International University, Decision Sciences (United States), University of South Dakota, Atish Dipankar University of Science and Technology
Year2024
Citations9

Abstract

Thyroid disease is a medical condition that prevents a person's thyroid gland from producing enough hormones and significantly affects a person's health. Early detection of thyroid disease and timely treatment can play an essential role in improving the health of thyroid patients. Our research paper helps to detect this disorder called thyroid disease and suggests an automated system as a complement to conventional treatment for healthcare. We conduct a wide range of studies, including exploratory data analysis, along with processing our data sets using various machine learning techniques. We gain a comprehensive understanding of data distribution and target patients’ characteristics through data visualization. Later, we use a wide range of different machine learning models, such as Decision Tree, Logistic Regression,…
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