Understanding information diffusion with psychological field dynamic

作者:

Highlights:

• An effective convolution method is proposed to extract the semantic relationship.

• We design a cross infusion mechanism to fuse the individual dynamic embeddings.

• A sophisticated aggregation strategy is introduced to generate cascade embedding.

• The dynamic variation and cross dependencies are observed by model analysis.

摘要

•An effective convolution method is proposed to extract the semantic relationship.•We design a cross infusion mechanism to fuse the individual dynamic embeddings.•A sophisticated aggregation strategy is introduced to generate cascade embedding.•The dynamic variation and cross dependencies are observed by model analysis.

论文关键词:Information diffusion,Psychological field dynamics,Cross infusion,Deep learning

论文评审过程:Received 4 November 2021, Revised 9 April 2022, Accepted 23 April 2022, Available online 11 May 2022, Version of Record 11 May 2022.

论文官网地址:https://doi.org/10.1016/j.ipm.2022.102956