Cross-Network Social User Embedding with Hybrid Differential Privacy Guarantees

Author:

Ren Jiaqian1,Jiang Lei2,Peng Hao3,Lyu Lingjuan4,Liu Zhiwei5,Chen Chaochao6,Wu Jia7,Bai Xu8,Yu Philip S.9

Affiliation:

1. Institute of Information Engineering, Chinese Academy of Sciences & School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China

2. The Second Research Room, Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China

3. School of Cyber Science and Technology, Beihang University, Beijing, China

4. Sony AI, Tokyo, Japan

5. Salesforce, Palo Alto, CA, USA

6. Zhejiang University, hangzhou, China

7. Macquarie University, Sydney, Australia

8. Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China

9. University of Illinois Chicago, Chicago, IL, USA

Publisher

ACM

Reference67 articles.

1. Mário Alvim , Konstantinos Chatzikokolakis , Catuscia Palamidessi , and Anna Pazii . 2018. Local differential privacy on metric spaces: optimizing the trade-off with utility . In CSF. IEEE , 262--267. Mário Alvim, Konstantinos Chatzikokolakis, Catuscia Palamidessi, and Anna Pazii. 2018. Local differential privacy on metric spaces: optimizing the trade-off with utility. In CSF. IEEE, 262--267.

2. Athanasios Andreou Oana Goga and Patrick Loiseau. 2017. Identity vs. attribute disclosure risks for users with multiple social profiles. In ASONAM. 163--170. Athanasios Andreou Oana Goga and Patrick Loiseau. 2017. Identity vs. attribute disclosure risks for users with multiple social profiles. In ASONAM. 163--170.

3. Jeremiah Blocki , Avrim Blum , Anupam Datta , and Or Sheffet . 2012. The johnson- lindenstrauss transform itself preserves differential privacy . In SFCS. IEEE , 410--419. Jeremiah Blocki, Avrim Blum, Anupam Datta, and Or Sheffet. 2012. The johnson- lindenstrauss transform itself preserves differential privacy. In SFCS. IEEE, 410--419.

4. Enriching Word Vectors with Subword Information

5. Kseniya Buraya Aleksandr Farseev Andrey Filchenkov and Tat-Seng Chua. 2017. Towards user personality profiling from multiple social networks. In AAAI. 4909--4910. Kseniya Buraya Aleksandr Farseev Andrey Filchenkov and Tat-Seng Chua. 2017. Towards user personality profiling from multiple social networks. In AAAI. 4909--4910.

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