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stat.ML2025
Simulation-based Methods for Optimal Sampling Design in Systems Biology
Tuan Minh Ha, Binh Thanh Nguyen, Lam Si Tung Ho
In many areas of systems biology, including virology, pharmacokinetics, and population biology, dynamical systems are commonly used to describe biological processes. These systems…
stat.ML2024
Hamiltonian Monte Carlo on ReLU Neural Networks is Inefficient
Vu C. Dinh, Lam Si Tung Ho, Cuong V. Nguyen
We analyze the error rates of the Hamiltonian Monte Carlo algorithm with leapfrog integrator for Bayesian neural network inference. We show that due to the non-differentiability of…