Mapping WordNet onto human brain connectome in emotion processing and semantic similarity recognition

作者：

Highlights：

• Novel representation of heterogeneous combined graph knowledge bases.

• Interlinked multilingual wordnets and human brain connectome graph.

• Mapping procedure from synset categories to behavioural functions of brain regions.

• New method for calculating embeddings for elements of graph knowledge base.

• Improved method of propagating information in a graph with deep neural network.

• Improved propagation of emotions in a wordnet expanded with brain-based connections.

摘要

•Novel representation of heterogeneous combined graph knowledge bases.•Interlinked multilingual wordnets and human brain connectome graph.•Mapping procedure from synset categories to behavioural functions of brain regions.•New method for calculating embeddings for elements of graph knowledge base.•Improved method of propagating information in a graph with deep neural network.•Improved propagation of emotions in a wordnet expanded with brain-based connections.

论文关键词：Human brain connectome,WordNet,Desikan’s regions,Emotion lexicon,Emotion processing,Semantic similarity

论文评审过程：Received 31 October 2020, Revised 23 December 2020, Accepted 24 January 2021, Available online 19 February 2021, Version of Record 19 February 2021.

论文官网地址：https://doi.org/10.1016/j.ipm.2021.102530