3 papers
cs.LG2022
Subgroup Discovery in Unstructured Data
Ali Arab, Dev Arora, Jialin Lu +1
Subgroup discovery is a descriptive and exploratory data mining technique to identify subgroups in a population that exhibit interesting behavior with respect to a variable of inte…
cs.LG2021
An Interactive Visualization Tool for Understanding Active Learning
Zihan Wang, Jialin Lu, Oliver Snow +1
Despite recent progress in artificial intelligence and machine learning, many state-of-the-art methods suffer from a lack of explainability and transparency. The ability to interpr…
cs.LG2019
An Active Approach for Model Interpretation
Jialin Lu, Martin Ester
Model interpretation, or explanation of a machine learning classifier, aims to extract generalizable knowledge from a trained classifier into a human-understandable format, for var…