45 citations · 280 across the 62 of their papers we have counts for
4 papers · 1 filter
Truthful Linear Regression
Rachel Cummings, Stratis Ioannidis, Katrina Ligett
We consider the problem of fitting a linear model to data held by individuals who are concerned about their privacy. Incentivizing most players to truthfully report their data to t…
Linear Regression from Strategic Data Sources
Nicolas Gast, Stratis Ioannidis, Patrick Loiseau +1
Linear regression is a fundamental building block of statistical data analysis. It amounts to estimating the parameters of a linear model that maps input features to corresponding…
Budget Feasible Mechanisms for Experimental Design
Thibaut Horel, Stratis Ioannidis, S. Muthukrishnan
In the classical experimental design setting, an experimenter E has access to a population of potential experiment subjects , each associated with a vector of…
Privacy Auctions for Recommender Systems
Pranav Dandekar, Nadia Fawaz, Stratis Ioannidis
We study a market for private data in which a data analyst publicly releases a statistic over a database of private information. Individuals that own the data incur a cost for thei…