most citedAn algorithm for removing sensitive information: application to race-independent recidivism prediction

6 citations · 18 across the 4 of their papers we have counts for

collaborators

6 papers

math.ST2017

Exact Limits of Inference in Coalescent Models

James E. Johndrow, Julia A. Palacios

Recovery of population size history from molecular sequence data is an important problem in population genetics. Inference commonly relies on a coalescent model linking the populat…

math.ST20172 cited

A Decision Theoretic Approach to A/B Testing

David Goldberg, James E. Johndrow

A/B testing is ubiquitous within the machine learning and data science operations of internet companies. Generically, the idea is to perform a statistical test of the hypothesis th…

math.PR20175 cited

Coupling and Decoupling to bound an approximating Markov Chain

James E. Johndrow, Jonathan C. Mattingly

This simple note lays out a few observations which are well known in many ways but may not have been said in quite this way before. The basic idea is that when comparing two differ…

stat.AP20176 cited

An algorithm for removing sensitive information: application to race-independent recidivism prediction

James E. Johndrow, Kristian Lum

Predictive modeling is increasingly being employed to assist human decision-makers. One purported advantage of replacing or augmenting human judgment with computer models in high s…

math.ST20175 cited

Theoretical Limits of Record Linkage and Microclustering

James E. Johndrow, Kristian Lum, David B. Dunson

There has been substantial recent interest in record linkage, attempting to group the records pertaining to the same entities from a large database lacking unique identifiers. This…

stat.ME2016

Estimating the observable population size from biased samples: a new approach to population estimation with capture heterogeneity

James E. Johndrow, Kristian Lum, Daniel Manrique-Vallier

Capture-recapture methods aim to estimate the size of a closed population on the basis of multiple incomplete enumerations of individuals. In many applications, the individual prob…