Sketching Algorithms for Sparse Dictionary Learning: PTAS and Turnstile Streaming

Neural Information Processing Systems 

Classically, sketching has been applied to design low-memory algorithms in the streaming setting, when the input is presented to the algorithm as a sequence of updates.

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