Search Results for author: Emanuel Ben-David

Found 5 papers, 1 papers with code

Regularization for Shuffled Data Problems via Exponential Family Priors on the Permutation Group

no code implementations2 Nov 2021 Zhenbang Wang, Emanuel Ben-David, Martin Slawski

In the analysis of data sets consisting of (X, Y)-pairs, a tacit assumption is that each pair corresponds to the same observation unit.

A Pseudo-Likelihood Approach to Linear Regression with Partially Shuffled Data

no code implementations3 Oct 2019 Martin Slawski, Guoqing Diao, Emanuel Ben-David

In this paper, we present a method to adjust for such mismatches under ``partial shuffling" in which a sufficiently large fraction of (predictors, response)-pairs are observed in their correct correspondence.

Data Integration regression

A Two-Stage Approach to Multivariate Linear Regression with Sparsely Mismatched Data

no code implementations16 Jul 2019 Martin Slawski, Emanuel Ben-David, Ping Li

A tacit assumption in linear regression is that (response, predictor)-pairs correspond to identical observational units.

regression

Linear Regression with Sparsely Permuted Data

no code implementations16 Oct 2017 Martin Slawski, Emanuel Ben-David

In this paper, we consider the situation of "permuted data" in which this basic correspondence has been lost.

regression

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