Responsible Data Science Lab at Purdue
Gopher is a system that produces compact, interpretable and causal explanations for bias or unexpected model behavior by identifying coherent subsets of the training data that are root-causes for this behavior. It generates the top-𝑘 patterns that explain model bias that utilizes techniques from the ML community to approximate causal responsibility and uses pruning rules to manage the large search space for patterns.
Responsible Data Science Lab at Purdue