Zhongmei Zhou

Knowledge representation combining quaternion path integration and depth-wise atrous circular convolution

Knowledge models endeavor to improve representation and feature extraction capabilities while keeping low computational cost. Firstly, existing embedding models in hypercomplex spaces of non-Abelian group are optimized. Then a method for fast quaternion multiplication is proposed with proof, with wh…