no code implementations • 1 Nov 2022 • Mikio Tada, Ursula E. Lang, Iwei Yeh, Elizabeth S. Keiser, Maria L. Wei, Michael J. Keiser
Melanoma is one of the most aggressive forms of skin cancer, causing a large proportion of skin cancer deaths.
1 code implementation • 6 Apr 2021 • Jacob Pfau, Albert T. Young, Jerome Wei, Maria L. Wei, Michael J. Keiser
Our proposed Robust Concept Activation Vectors (RCAV) quantifies the effects of semantic concepts on individual model predictions and on model behavior as a whole.
no code implementations • 16 Oct 2019 • Jacob Pfau, Albert T. Young, Maria L. Wei, Michael J. Keiser
In high-stakes applications of machine learning models, interpretability methods provide guarantees that models are right for the right reasons.