254 citations · 1.3k across the 50 of their papers we have counts for
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cs.LG2015★ 141 cited
Neural Network Matrix Factorization
Gintare Karolina Dziugaite, Daniel M. Roy
Data often comes in the form of an array or matrix. Matrix factorization techniques attempt to recover missing or corrupted entries by assuming that the matrix can be written as th…
stat.ML2015★ 183 cited
Training generative neural networks via Maximum Mean Discrepancy optimization
Gintare Karolina Dziugaite, Daniel M. Roy, Zoubin Ghahramani
We consider training a deep neural network to generate samples from an unknown distribution given i.i.d. data. We frame learning as an optimization minimizing a two-sample test sta…