TPRPF: a preserving framework of privacy relations based on adversarial training for texts in big data

Yuhan CHAI , Zhe SUN , Jing QIU , Lihua YIN , Zhihong TIAN

Front. Comput. Sci. ›› 2022, Vol. 16 ›› Issue (4) : 164618

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Front. Comput. Sci. ›› 2022, Vol. 16 ›› Issue (4) : 164618 DOI: 10.1007/s11704-022-1653-0
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TPRPF: a preserving framework of privacy relations based on adversarial training for texts in big data

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Yuhan CHAI, Zhe SUN, Jing QIU, Lihua YIN, Zhihong TIAN. TPRPF: a preserving framework of privacy relations based on adversarial training for texts in big data. Front. Comput. Sci., 2022, 16(4): 164618 DOI:10.1007/s11704-022-1653-0

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References

[1]

Li Y Baldwin T Cohn T. Towards robust and privacy-preserving text representation. In: Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics. 2018, 25– 30

[2]

Coavoux M Narayan S Cohen S B. Privacy-preserving neural representations of text. In: Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing. 2018, 1– 10

[3]

Lang J Li L Chen W Zeng D. Privacy protection in transformer-based neural network. In: Proceedings of 2019 IEEE International Conference on Intelligence and Security Informatics (ISI). 2019, 182– 184

[4]

Friedrich M Köhn A Wiedemann G Biemann C. Adversarial learning of privacy-preserving text representations for de-identification of medical records. In: Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics. 2019, 5829– 5839

[5]

Jaiswal M Provost E M. Privacy enhanced multimodal neural representations for emotion recognition. In: Proceedings of the AAAI Conference on Artificial Intelligence. 2020, 7985– 7993

[6]

Deng J Guo J Xue N Zafeiriou S. Arcface: additive angular margin loss for deep face recognition. In: Proceedings of 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition. 2019, 4685– 4694

[7]

Li A Guo J Yang H Chen Y. Deepobfuscator: adversarial training framework for privacy-preserving image classification. 2019, arXiv preprint arXiv: 1909.04126

[8]

Han X Zhu H Yu P Wang Z Yao Y Liu Z Sun M. FewRel: a large-scale supervised few-shot relation classification dataset with state-of-the-art evaluation. In: Proceedings of 2018 Conference on Empirical Methods in Natural Language Processing. 2018, 4803– 4809

[9]

Loria S. Textblob Documentation. website, 2018

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