Wilson Murphy
Graduate Research Fellow | Clemson University & Lawrence Livermore National Laboratory
- Role
- Machine Learning Researcher at Lawrence Livermore National Laboratory
- Location
- Wilmington, DE, US
- LinkedIn followers
- 500 followers
About Wilson Murphy
I\'m a Master\'s student in Computer Science at Clemson, focusing on data science and…
Experience
Machine Learning Researcher
Lawrence Livermore National Laboratory
Aug 2025 — Present · Clemson, SC, US
As a Research Fellow for Lawrence Livermore National Laboratory, I am engineering a predictive analytics pipeline in collaboration with Clemson University\'s Cardiovascular Modeling and Experimentation Research Lab (CMERL) to forecast hemodynamic instability in ICU patients up to 2 hours in advance. My work focuses on developing and training deep learning models (LSTM, GRU, Transformer) for multivariate time-series forecasting of critical patient parameters, specifically Cardiac Output (C.O.) and Central Venous Pressure (CVP). This requires a robust data preprocessing pipeline to manage noisy, high-frequency ICU data with significant sparsity, utilizing feature consolidation and clinically-aware outlier detection. The system is designed to deliver both regression models for predicting exact values and classification models for forecasting actionable trends, providing a powerful tool for early warning and clinical decision support.
Education
Clemson University
Master of Science - MS, Computer Science - Data Science and Informatics
Clemson University College of Engineering, Computing and Applied Sciences
Bachelor of Science - BS, Computer Science
Clemson University College of Engineering, Computing and Applied Sciences
Master of Science - MS, Computer Science - Data Science and Informatics
Universidad Carlos III de Madrid
Bachelor of Science - BS, computer science
Clemson University
Bachelor of Science - BS, Computer Science
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