SurReal: Complex-Valued Learning as Principled Transformations on a Scaling and Rotation Manifold.
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DOI: 10.1109/tnnls.2020.3030565
Abstract: Complex-valued data are ubiquitous in signal and image processing applications, and complex-valued representations in deep learning have appealing theoretical properties. While these aspects have long been recognized, complex-valued deep learning continues to lag far behind… read more here.
Keywords: valued data; deep learning; scaling rotation; complex valued ... See more keywords