Adam D. Kashlan

SAFE-OPT is a Bayesian optimization algorithm that incorporates safety constraints to find optimal deep brain stimulation parameters without harmful side-effects, validated in rodent studies.

The paper develops PainFace, a deep learning platform for automated mouse grimace scoring, showing it outperforms humans in speed and data generation, and identifies pain-related facial expressions.

DeepEthogram uses machine learning to automatically classify animal behaviors from video frames with high accuracy, reducing manual effort and increasing reproducibility.