articleHealthcare AnalyticsFeb 15, 2022GOLD OA

A predictive analytics approach for stroke prediction using machine learning and neural networks

University College Dublin · Science Foundation Ireland · +4 more institutions

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Abstract

The negative impact of stroke in society has led to concerted efforts to improve the management and diagnosis of stroke. With an increased synergy between technology and medical diagnosis, caregivers create opportunities for better patient management by systematically mining and archiving the patients’ medical records. Therefore, it is vital to study the interdependency of these risk factors in patients’ health records and understand their relative contribution to stroke prediction. This paper systematically analyzes the various factors in electronic health records for effective stroke prediction. Using various statistical techniques and principal component analysis, we identify the most important factors for…

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