2 papers
cs.LG2024
Pruning neural network models for gene regulatory dynamics using data and domain knowledge
Intekhab Hossain, Jonas Fischer, Rebekka Burkholz +1
The practical utility of machine learning models in the sciences often hinges on their interpretability. It is common to assess a model's merit for scientific discovery, and thus n…
stat.ME2023
A distribution-free mixed-integer optimization approach to hierarchical modelling of clustered and longitudinal data
Madhav Sankaranarayanan, Intekhab Hossain, Tom Chen
Recent advancements in Mixed Integer Optimization (MIO) algorithms, paired with hardware enhancements, have led to significant speedups in resolving MIO problems. These strategies…