An Autoenconder and Self-Attention Network Model for Dynamic Network Link Prediction

Author(s):  
Shun Tang ◽  
Xiaoqiang Xiao ◽  
Baicai Li
Author(s):  
Jinyin Chen ◽  
Jian Zhang ◽  
Zhi Chen ◽  
Min Du ◽  
Qi Xuan

Author(s):  
Jinyin Chen ◽  
Jian Zhang ◽  
Xuanheng Xu ◽  
Chenbo Fu ◽  
Dan Zhang ◽  
...  

2021 ◽  
Author(s):  
Xuan Zhang ◽  
WangQun Chen ◽  
FuQiang Lin ◽  
XinYi Chen ◽  
Bo Liu

2014 ◽  
Vol 989-994 ◽  
pp. 2639-2642
Author(s):  
Nan Qi Yuan ◽  
Tian Jiang ◽  
Shi Bai ◽  
Hao Sun ◽  
Jing Mei Zhao

In order to research dynamic network astringency reaching uniformity, this paper perfects the Vicsek model and puts forward improving dynamic network astringency efficiency by weighted model. We prove that the convergence rate of weighted model is faster than the classic Vicsek model and it can optimize dynamic network.


2019 ◽  
Author(s):  
Tim Vantilborgh

This chapter introduces the individual Psychological Contract (iPC) network model as an alternative approach to study psychological contracts. This model departs from the basic idea that a psychological contract forms a mental schema containing obligated inducements and contributions, which are exchanged for each other. This mental schema is captured by a dynamic network, in which the nodes represent the inducements and contributions and the ties represent the exchanges. Building on dynamic systems theory, I propose that these networks evolve over time towards attractor states, both at the level of the network structure and at the level of the nodes (i.e., breach and fulfilment attractor states). I highlight how the iPC-network model integrates recent theoretical developments in the psychological contract literature and explain how it may advance scholars understanding of exchange relationships. In particular, I illustrate how iPC-network models allow researchers to study the actual exchanges in the psychological contract over time, while acknowledging its idiosyncratic nature. This would allow for more precise predictions of psychological contract breach and fulfilment consequences and explains how content and process of the psychological contract continuously influence each other.


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