Co-embedding attributed networks with external knowledge

• Main Authors: LO, Pei-Chi, LIM, Ee peng
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2020
• Subjects: Attributed Networks; Network Embedding; Knowledge Graph; Computer Sciences; Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/5667; https://ink.library.smu.edu.sg/context/sis_research/article/6670/viewcontent/BIGDATA_CO_EMBEDDING_ATTRIBUTED_NETWORKS_WITH_EXTERNAL_KNOWLEDGE.PDF
• Institution: Singapore Management University

Attributed network embedding aims to learn representations of nodes and their attributes in a low-dimensional space that preserves their semantics. The existing embedding models, however, consider node connectivity and node attributes only while ignoring external knowledge that can enhance node repr...