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Andrew D. McRae

2 accepted papers

2022

Delta Distancing: A Lifting Approach to Localizing Items from User Comparisons

ICASSP 2022accepted

A common problem in recommendation systems is to learn a model of user preferences based only on comparisons of the relative attractiveness of different items. We consider this problem in the context of an ideal point model of user preference, where each user can be represented as a point in a low-d…

Cited by 0SourceScholar
2022

Harmless interpolation in regression and classification with structured features

AISTATS 2022poster

Overparametrized neural networks tend to perfectly fit noisy training data yet generalize well on test data. Inspired by this empirical observation, recent work has sought to understand this phenomenon of benign overfitting or harmless interpolation in the much simpler linear model. Previous theoret…

Cited by 16SourcePDFScholar