75 citations · 252 across the 11 of their papers we have counts for
3 papers · 1 filter
Explainable AI for Psychological Profiling from Digital Footprints: A Case Study of Big Five Personality Predictions from Spending Data
Yanou Ramon, Sandra C. Matz, R. A. Farrokhnia +1
Every step we take in the digital world leaves behind a record of our behavior; a digital footprint. Research has suggested that algorithms can translate these digital footprints i…
Metafeatures-based Rule-Extraction for Classifiers on Behavioral and Textual Data
Yanou Ramon, David Martens, Theodoros Evgeniou +1
Machine learning models on behavioral and textual data can result in highly accurate prediction models, but are often very difficult to interpret. Rule-extraction techniques have b…
Counterfactual Explanation Algorithms for Behavioral and Textual Data
Yanou Ramon, David Martens, Foster Provost +1
We study the interpretability of predictive systems that use high-dimensonal behavioral and textual data. Examples include predicting product interest based on online browsing data…