Herbert Wertheim College of Engineering
Hongcheng Liu Lab
Led by Hongcheng Liu · Industrial and Systems Engineering
What we study
The Liu Lab studies high-dimensional learning and optimization algorithms, applying them to medical decision-making and traffic modeling. Their work involves developing computational methods and analyzing data.
What working here is like
- Computational
- Coding required
- Papers
- 4
Recent papers, explained
- Cardinality-constrained portfolio optimization with clustering
2026 · Annals of Operations Research
- Metric entropy-free sample complexity bounds for sample average approximation in convex stochastic programming
2026 · Mathematical Programming
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- Optimizing dose rate to minimize delivery time in proton pencil beam dose‐driven continuous scanning
2025 · Medical Physics
Designs a faster way to optimize proton beam delivery by adjusting beam intensity.
- Introducing an innovative IMPT algorithm toward clinic implementation of the MCF MKM RBE model for carbon ion therapy
2025 · Medical Physics
Builds a new optimization method for carbon ion therapy using a detailed cell survival model.
Plain-language summaries are AI-written and reviewed by us; check the paper for details.
How to reach out
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