Dropout: Explicit Forms and Capacity Control

ICLR 2020 Raman AroraPeter BartlettPoorya MianjyNathan Srebro

We investigate the capacity control provided by dropout in various machine learning problems. First, we study dropout for matrix completion, where it induces a data-dependent regularizer that, in expectation, equals the weighted trace-norm of the product of the factors... (read more)

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