Skip to main content
Springer Nature Link
Log in

Inferring user profiles in social media by joint modeling of text and networks

  • Letter
  • Published:
Science China Information Sciences Aims and scope Submit manuscript

This is a preview of subscription content, log in via an institution to check access.

Access this article

Log in via an institution

Subscribe and save

Springer+ Basic
$34.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Institutional subscriptions

References

  1. Cristin R, Cyril Raj V. Consistency features and fuzzy-based segmentation for shadow and reflection detection in digital image forgery. Sci China Inf Sci, 2017, 60: 082101

    Article  Google Scholar 

  2. Zhao Y Y, Qin B, Liu T. Encoding syntactic representations with a neural network for sentiment collocation extraction. Sci China Inf Sci, 2017, 60: 110101

    Article  Google Scholar 

  3. Gui L, Zhou Y, Xu R F, et al. Learning representations from heterogeneous network for sentiment classification of product reviews. Knowledge-Based Syst, 2017, 124: 34–45

    Article  Google Scholar 

  4. Mikolov T, Sutskever I, Chen K, et al. Distributed representations of words and phrases and their compositionality. In: Proceedings of the 26th International Conference on Neural Information Processing Systems, 2013. 3111–3119

  5. Luong M T, Pham H, Manning C D. Effective approaches to attention-based neural machine translation. 2015. ArXiv: 1508.04025

  6. Tang J, Qu M, Wang M Z, et al. Line: large-scale information network embedding. In: Proceedings of the 24th International Conference on World Wide Web, 2015. 1067–1077

  7. Wang S, Manning C D. Baselines and bigrams: simple, good sentiment and topic classification. In: Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Short Papers-Volume 2, 2012. 90–94

  8. Kim Y. Convolutional neural networks for sentence classification. In: Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP), 2014. 1746–1751

  9. Zhao Z S, Du J C, Gao Q H, et al. Inferring user profile using microblog content and friendship network. In: Proceedings of Chinese National Conference on Social Media Processing, 2017. 29–39

Download references

Acknowledgements

This work was supported by National Natural Science Foundation of China (Grant Nos. U1636103, 61632011, 61876053), Shenzhen Foundation Research Funding (Grant No. 20170307150024907), Key Technologies Research and Development Program of Shenzhen (Grant No. JSGG20170817140856618), and Innovate UK (Grant No. 103652).

Author information

Authors and Affiliations

  1. School of Computer Science and Technology, Harbin Institute of Technology Shenzhen Graduate School, Shenzhen, 518000, China

    Ruifeng Xu, Jiachen Du & Qinghong Gao

  2. Baidu Inc., Beijing, 100085, China

    Zhishan Zhao

  3. Department of Computer Science, University of Warwick, Warwick, CV4 7AL, UK

    Yulan He & Lin Gui

Authors
  1. Ruifeng Xu
    View author publications

    You can also search for this author inPubMed Google Scholar

  2. Jiachen Du
    View author publications

    You can also search for this author inPubMed Google Scholar

  3. Zhishan Zhao
    View author publications

    You can also search for this author inPubMed Google Scholar

  4. Yulan He
    View author publications

    You can also search for this author inPubMed Google Scholar

  5. Qinghong Gao
    View author publications

    You can also search for this author inPubMed Google Scholar

  6. Lin Gui
    View author publications

    You can also search for this author inPubMed Google Scholar

Corresponding author

Correspondence to Ruifeng Xu.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Xu, R., Du, J., Zhao, Z. et al. Inferring user profiles in social media by joint modeling of text and networks. Sci. China Inf. Sci. 62, 219104 (2019). https://doi.org/10.1007/s11432-018-9718-9

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s11432-018-9718-9