103 citations · 131 across the 9 of their papers we have counts for
10 papers
Interpretable Network Propagation with Application to Expanding the Repertoire of Human Proteins that Interact with SARS-CoV-2
Jeffrey N. Law, Kyle Akers, Nure Tasnina +8
Background: Network propagation has been widely used for nearly 20 years to predict gene functions and phenotypes. Despite the popularity of this approach, little attention has bee…
Fair Inputs and Fair Outputs: The Incompatibility of Fairness in Privacy and Accuracy
Bashir Rastegarpanah, Mark Crovella, Krishna P. Gummadi
Fairness concerns about algorithmic decision-making systems have been mainly focused on the outputs (e.g., the accuracy of a classifier across individuals or groups). However, one…
Fighting Fire with Fire: Using Antidote Data to Improve Polarization and Fairness of Recommender Systems
Bashir Rastegarpanah, Krishna P. Gummadi, Mark Crovella
The increasing role of recommender systems in many aspects of society makes it essential to consider how such systems may impact social good. Various modifications to recommendatio…
Matrix completion with queries
Natali Ruchansky, Mark Crovella, Evimaria Terzi
In many applications, e.g., recommender systems and traffic monitoring, the data comes in the form of a matrix that is only partially observed and low rank. A fundamental data-anal…
Targeted matrix completion
Natali Ruchansky, Mark Crovella, Evimaria Terzi
Matrix completion is a problem that arises in many data-analysis settings where the input consists of a partially-observed matrix (e.g., recommender systems, traffic matrix analysi…
Mixture Models of Endhost Network Traffic
John Mark Agosta, Jaideep Chandrashekar, Mark Crovella +2
In this work we focus on modeling a little studied type of traffic, namely the network traffic generated from endhosts. We introduce a parsimonious parametric model of the marginal…