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20122021
most citedLeast Ambiguous Set-Valued Classifiers with Bounded Error Levels

158 citations · 260 across the 12 of their papers we have counts for

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8 papers · 1 filter

stat.ME2021

Multifile Partitioning for Record Linkage and Duplicate Detection

Serge Aleshin-Guendel, Mauricio Sadinle

Merging datafiles containing information on overlapping sets of entities is a challenging task in the absence of unique identifiers, and is further complicated when some entities a…

stat.ME2021

The Central Role of the Identifying Assumption in Population Size Estimation

Serge Aleshin-Guendel, Mauricio Sadinle, Jon Wakefield

The problem of estimating the size of a population based on a subset of individuals observed across multiple data sources is often referred to as capture-recapture or multiple-syst…

stat.ME2019★ 4 cited

Nonparametric Pattern-Mixture Models for Inference with Missing Data

Yen-Chi Chen, Mauricio Sadinle

Pattern-mixture models provide a transparent approach for handling missing data, where the full-data distribution is factorized in a way that explicitly shows the parts that can be…

stat.ME2019★ 2 cited

Sequentially additive nonignorable missing data modeling using auxiliary marginal information

Mauricio Sadinle, Jerome P. Reiter

We study a class of missingness mechanisms, called sequentially additive nonignorable, for modeling multivariate data with item nonresponse. These mechanisms explicitly allow the p…

stat.ME2018★ 23 cited

Bayesian Propagation of Record Linkage Uncertainty into Population Size Estimation of Human Rights Violations

Mauricio Sadinle

Multiple-systems or capture-recapture estimation are common techniques for population size estimation, particularly in the quantitative study of human rights violations. These meth…

stat.ME2016★ 2 cited

Itemwise conditionally independent nonresponse modeling for incomplete multivariate data

Mauricio Sadinle, Jerome P. Reiter

We introduce a nonresponse mechanism for multivariate missing data in which each study variable and its nonresponse indicator are conditionally independent given the remaining vari…

stat.ME2016★ 158 cited

Least Ambiguous Set-Valued Classifiers with Bounded Error Levels

Mauricio Sadinle, Jing Lei, Larry Wasserman

In most classification tasks there are observations that are ambiguous and therefore difficult to correctly label. Set-valued classifiers output sets of plausible labels rather tha…

stat.ME2016

Bayesian Estimation of Bipartite Matchings for Record Linkage

Mauricio Sadinle

The bipartite record linkage task consists of merging two disparate datafiles containing information on two overlapping sets of entities. This is non-trivial in the absence of uniq…