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cs.NE2020★ 2 cited
Generalizing Complex/Hyper-complex Convolutions to Vector Map Convolutions
Chase J Gaudet, Anthony S Maida
We show that the core reasons that complex and hypercomplex valued neural networks offer improvements over their real-valued counterparts is the weight sharing mechanism and treati…
cs.NE2017
Deep Quaternion Networks
Chase Gaudet, Anthony Maida
The field of deep learning has seen significant advancement in recent years. However, much of the existing work has been focused on real-valued numbers. Recent work has shown that…