OptiStack classifier: optimized stacking framework with ensemble feature engineering for enhanced cardiovascular risk prediction.

Journal: Inflammation research : official journal of the European Histamine Research Society ... [et al.]
Published Date: May 31, 2025

Abstract

BACKGROUND: Cardiovascular diseases (CVD) are a leading cause of morbidity and mortality globally, highlighting the urgent need for accurate risk prediction to improve early intervention and management. Traditional models have difficulty capturing the complex interactions between risk factors, which limits their predictive power.

Authors

  • M Dhilsath Fathima
    Department of Information Technology, Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology, Chennai, Tamil Nadu, India. dilsathveltech123@gmail.com.
  • S P Raja
    School of Computer Science and Engineering, Vellore Institute of Technology, Vellore, Tamilnadu, India.
  • K Jayanthi
    Department of Computer Science and Engineering, Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology, Chennai, Tamil Nadu, India.
  • R Hariharan
    Department of Computing Technologies, School of Computing, SRM Institute of Science and Technology, Kattankulathur, Tamil Nadu, India.

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