On the fundamental properties of fully quaternionic hopfield network

作者: Teijiro Isokawa , Haruhiko Nishimura , Nobuyuki Matsui

DOI: 10.1109/IJCNN.2012.6252536

关键词:

摘要: Choosing an appropriate activation function is a challenging problem in quaternionic neural networks, due to the analyticity domain. This paper presents Hopfield-type network with equivalent of tanh function. obtained by incorporating so-called “local analyticity” on domain and recent results complex-valued functions. The stability shown proving monotonic decrease energy changes neuron states.

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