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Integrity and Robust Network Embedding of Information Network with AAE
2018
DEStech Transactions on Engineering and Technology Research
Most existing network representation methods only consider network structure information or node content information independently, not making full use of them. Furthermore, noise that exists in real networks also causes the deterioration of the efficiency of traditional methods. In this paper, we propose IANE (Integrity Adversarial Network Embedding) framework, adversarial learning to regularize the representation learning in Adversarial AutoEncoders (AAE). IANE includes an information joint
doi:10.12783/dtetr/ecar2018/26358
fatcat:3y43nxcr6zbyzdgbhza2my3e64