16 citations · 42 across the 11 of their papers we have counts for
4 papers · 1 filter
Is There a Trade-Off Between Fairness and Accuracy? A Perspective Using Mismatched Hypothesis Testing
Sanghamitra Dutta, Dennis Wei, Hazar Yueksel +3
A trade-off between accuracy and fairness is almost taken as a given in the existing literature on fairness in machine learning. Yet, it is not preordained that accuracy should dec…
On the Supermodularity of Active Graph-based Semi-supervised Learning with Stieltjes Matrix Regularization
Pin-Yu Chen, Dennis Wei
Active graph-based semi-supervised learning (AG-SSL) aims to select a small set of labeled examples and utilize their graph-based relation to other unlabeled examples to aid in mac…
Distribution-Preserving k-Anonymity
Dennis Wei, Karthikeyan Natesan Ramamurthy, Kush R. Varshney
Preserving the privacy of individuals by protecting their sensitive attributes is an important consideration during microdata release. However, it is equally important to preserve…
Interpretable Two-level Boolean Rule Learning for Classification
Guolong Su, Dennis Wei, Kush R. Varshney +1
As a contribution to interpretable machine learning research, we develop a novel optimization framework for learning accurate and sparse two-level Boolean rules. We consider rules…