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20202023
most citedEstimation under Model Misspecification with Fake Features

11 citations · 20 across the 5 of their papers we have counts for

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eess.SP2021

Model Mismatch Trade-offs in LMMSE Estimation

Martin Hellkvist, Ayça Özçelikkale

We consider a linear minimum mean squared error (LMMSE) estimation framework with model mismatch where the assumed model order is smaller than that of the underlying linear system…

stat.ML2021★ 8 cited

Linear Regression with Distributed Learning: A Generalization Error Perspective

Martin Hellkvist, Ayça Özçelikkale, Anders Ahlén

Distributed learning provides an attractive framework for scaling the learning task by sharing the computational load over multiple nodes in a network. Here, we investigate the per…