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Shifu2: A Network Representation Learning Based Model for Advisor-advisee Relationship Mining [article]

Jiaying Liu, Feng Xia, Lei Wang, Bo Xu, Xiangjie Kong, Hanghang Tong, Irwin King
2020 arXiv   pre-print
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  ...  This work aims to discover advisor-advisee relationships hidden behind scientific collaboration networks.  ...  ACKNOWLEDGMENT This work is partially supported by National Natural Science Foundation of China (61872054) and the Fundamental Research Funds for the Central Universities (DUT19LAB23).  ... 
arXiv:2008.07097v1 fatcat:42xeh2uz2ja47pzyhdiqtkkuci

Shifu2: A Network Representation Learning Based Model for Advisor-advisee Relationship Mining

Jiaying Liu, Feng Xia, Lei Wang, Bo Xu, Xiangjie Kong, Hanghang Tong, Irwin King
2019 IEEE Transactions on Knowledge and Data Engineering  
ACKNOWLEDGMENT This work is partially supported by National Natural Science Foundation of China (61872054) and the Fundamental Research Funds for the Central Universities (DUT19LAB23).  ...  mining advisor-advisee relationships hidden in a scientific collaboration network.  ...  We also compare Shifu2 with existing solutions for identifying advisor-advisee relationships: • Shifu [15] . Shifu is a deep learning model based on the stacked autoencoder.  ... 
doi:10.1109/tkde.2019.2946825 fatcat:f4kcn724nfdvzg7bk5ekvjqwxq

Considering Students' Abilities in the Academic Advising Process

Samia Loucif, Laila Gassoumi, Joao Negreiros
2020 Education Sciences  
Our suggested methodology is based on the use of this facility to guide students in the selection of courses that they may register for the forthcoming academic term.  ...  A number of research studies have been carried out suggesting various online academic advising systems for undergraduate and graduate programs.  ...  Their work aims to discover advisor-advisee relationships hidden behind scientific collaboration networks by proposing a novel model based on network representation learning (NRL).  ... 
doi:10.3390/educsci10090254 doaj:faab32b2d8894095ad93636e813ab8f1 fatcat:k3psav6rfrcsfbxq76jn3v4a2y

Metaphor research in the 21st century: A bibliographic analysis

Dongyu Zhang, Minghao Zhang, Ciyuan Peng, Jason Jung, Feng Xia
2020 Computer Science and Information Systems  
relationships among them.  ...  Using data retrieved from Microsoft Academic Graph and Web of Science, this paper makes a macro analysis of metaphor re search, and expounds the underlying patterns of its development.  ...  Liu, J., Xia, F., Wang, L., Xu, B., Kong, X., Tong, H., King, I.: Shifu2: A network 14 representation learning based model for advisor-advisee relationship mining.  ... 
doi:10.2298/csis201109059z fatcat:gx4kc6tqfjai7kfbs5zglevski

Data-driven Computational Social Science: A Survey

Jun Zhang, Wei Wang, Feng Xia, Yu-Ru Lin, Hanghang Tong
2020 Big Data Research  
In this paper, to the best of our knowledge, we present a survey on data-driven computational social science for the first time which primarily focuses on reviewing application domains involving human  ...  Social science concerns issues on individuals, relationships, and the whole society.  ...  [51] devised a novel model based on network representation learning, namely Shifu2, for advisor-advisee relationship mining. More generally, Rotabi et al.  ... 
doi:10.1016/j.bdr.2020.100145 fatcat:jazh5b3itfgmvh4pn37l4v5m7y