20 citations · 27 across the 4 of their papers we have counts for
4 papers
IDGI: A Framework to Eliminate Explanation Noise from Integrated Gradients
Ruo Yang, Binghui Wang, Mustafa Bilgic
Integrated Gradients (IG) as well as its variants are well-known techniques for interpreting the decisions of deep neural networks. While IG-based approaches attain state-of-the-ar…
Leaders or Followers? A Temporal Analysis of Tweets from IRA Trolls
Siva K. Balasubramanian, Mustafa Bilgic, Aron Culotta +3
The Internet Research Agency (IRA) influences online political conversations in the United States, exacerbating existing partisan divides and sowing discord. In this paper we inves…
Hindsight Analysis of the Chicago Food Inspection Forecasting Model
Vinesh Kannan, Matthew A. Shapiro, Mustafa Bilgic
The Chicago Department of Public Health (CDPH) conducts routine food inspections of over 15,000 food establishments to ensure the health and safety of their patrons. In 2015, CDPH…
Value of Information Lattice: Exploiting Probabilistic Independence for Effective Feature Subset Acquisition
Mustafa Bilgic, Lise Getoor
We address the cost-sensitive feature acquisition problem, where misclassifying an instance is costly but the expected misclassification cost can be reduced by acquiring the values…