Xilin.Duan

PhD Applicant | Mathematics & Applied Mathematics

About Me


My name is Xilin Duan, a recent graduate with a B.S. in Mathematics and Applied Mathematics.  

 My research interests include   

  • Noisy & High-Dimensional Data Processing 
  • Ensemble Learning & Medical Classification 
  •  Adaptive Feature Weighting 
  •  Graph Neural Networks (GNNs) & Relation Topology 
 Technical Skills & Applications
  • Python & PyTorch: I leverage these for end-to-end machine learning development—from data preprocessing and  neural network architecture design for deep learning and ensemble models. 
  • MATLAB: I utilize MATLAB for numerical analysis, algorithm prototyping, and—most critically—for signal processing. It was essential in my ECG work for filtering, feature extraction, and initial data exploration.