3 citations · 5 across the 2 of their papers we have counts for
3 papers · 1 filter
EMAP: Explanation by Minimal Adversarial Perturbation
Matt Chapman-Rounds, Marc-Andre Schulz, Erik Pazos +1
Modern instance-based model-agnostic explanation methods (LIME, SHAP, L2X) are of great use in data-heavy industries for model diagnostics, and for end-user explanations. These met…
Auditing and Achieving Intersectional Fairness in Classification Problems
Giulio Morina, Viktoriia Oliinyk, Julian Waton +2
Machine learning algorithms are extensively used to make increasingly more consequential decisions about people, so achieving optimal predictive performance can no longer be the on…
Discriminative Switching Linear Dynamical Systems applied to Physiological Condition Monitoring
Konstantinos Georgatzis, Christopher K. I. Williams
We present a Discriminative Switching Linear Dynamical System (DSLDS) applied to patient monitoring in Intensive Care Units (ICUs). Our approach is based on identifying the state-o…