SurReal: Fr\'echet Mean and Distance Transform for Complex-Valued Deep Learning

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Abstract:

We develop a novel deep learning architecture for naturally complex-valued data, which is often subject to complex scaling ambiguity. We treat each sample as a field in the space of complex numbers. With the polar form of a complex-valued number, the general group that acts in this space is the product of planar rotation and non-zero sc...More

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