42 citations · 81 across the 21 of their papers we have counts for
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math.ST2017
Linear Regression with Sparsely Permuted Data
Martin Slawski, Emanuel Ben-David
In regression analysis of multivariate data, it is tacitly assumed that response and predictor variables in each observed response-predictor pair correspond to the same entity or u…
math.ST2017
On Principal Components Regression, Random Projections, and Column Subsampling
Martin Slawski
Principal Components Regression (PCR) is a traditional tool for dimension reduction in linear regression that has been both criticized and defended. One concern about PCR is that o…