Streaming Normalization: Towards Simpler and More Biologically-plausible Normalizations for Online and Recurrent Learning

19 Oct 2016Qianli LiaoKenji KawaguchiTomaso Poggio

We systematically explored a spectrum of normalization algorithms related to Batch Normalization (BN) and propose a generalized formulation that simultaneously solves two major limitations of BN: (1) online learning and (2) recurrent learning. Our proposal is simpler and more biologically-plausible... (read more)

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