COMPLEX VALUED GATING MECHANISMS

Systems and methods relating to neural networks. More specifically, the present invention relates to complex valued gating mechanisms which may be used as neurons in a neural network. A novel complex gated recurrent unit and a novel complex recurrent unit use real values for amplitude normalization...

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Main Authors TRABELSI, CHIHEB, ROSTAMZADEH, NEGAR, PAL, CHRISTOPHER JOSEPH, DIA, OUSMANE AMADOU, ZHANG, YING
Format Patent
LanguageEnglish
French
Published 29.02.2020
Subjects
CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
PHYSICS
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Summary:Systems and methods relating to neural networks. More specifically, the present invention relates to complex valued gating mechanisms which may be used as neurons in a neural network. A novel complex gated recurrent unit and a novel complex recurrent unit use real values for amplitude normalization to stabilize training while retaining phase information.
Bibliography:Application Number: CA20193053665