- Title
- Shifu2 : a network representation learning based model for advisor-advisee relationship mining
- Creator
- Liu, Jiaying; Xia, Feng; Wang, Lei; Xu, Bo; Kong, Xiangjie
- Date
- 2021
- Type
- Text; Journal article
- Identifier
- http://researchonline.federation.edu.au/vital/access/HandleResolver/1959.17/176171
- Identifier
- vital:15074
- Identifier
-
https://doi.org/10.1109/TKDE.2019.2946825
- Identifier
- ISBN:1041-4347 (ISSN)
- Abstract
- The advisor-advisee relationship represents direct knowledge heritage, and such relationship may not be readily available from academic libraries and search engines. This work aims to discover advisor-advisee relationships hidden behind scientific collaboration networks. For this purpose, we propose a novel model based on Network Representation Learning (NRL), namely Shifu2, which takes the collaboration network as input and the identified advisor-advisee relationship as output. In contrast to existing NRL models, Shifu2 considers not only the network structure but also the semantic information of nodes and edges. Shifu2 encodes nodes and edges into low-dimensional vectors respectively, both of which are then utilized to identify advisor-advisee relationships. Experimental results illustrate improved stability and effectiveness of the proposed model over state-of-the-art methods. In addition, we generate a large-scale academic genealogy dataset by taking advantage of Shifu2. © 1989-2012 IEEE.
- Publisher
- IEEE Computer Society
- Relation
- IEEE Transactions on Knowledge and Data Engineering Vol. 33, no. 4 (2021), p. 1763-1777
- Rights
- All metadata describing materials held in, or linked to, the repository is freely available under a CC0 licence
- Rights
- Copyright © 2019 IEEE.
- Rights
- Open Access
- Subject
- 08 Information and Computing Sciences; Advisor-advisee relationship; Network representation learning; Relation extraction; Scientific collaboration network; Social network analysis
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