2 code implementations • 11 Jul 2023 • Danny D'Agostino, Ilija Ilievski, Christine Annette Shoemaker
Providing a model that achieves a strong predictive performance and is simultaneously interpretable by humans is one of the most difficult challenges in machine learning research due to the conflicting nature of these two objectives.
1 code implementation • 28 Jul 2016 • Ilija Ilievski, Taimoor Akhtar, Jiashi Feng, Christine Annette Shoemaker
Those methods adopt probabilistic surrogate models like Gaussian processes to approximate and minimize the validation error function of hyperparameter values.