Skip to main content
SpringerLink
Log in

Additive regularization for topic models of text collections

  • Mathematics
  • Published:
Doklady Mathematics 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

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

Instant access to the full article PDF.

Institutional subscriptions

References

  1. A. Daud, J. Li, L. Zhou, and F. Muhammad, Frontiers Comput. Sci. China 4, 280–301 (2010).

    Article  Google Scholar 

  2. T. Hofmann, in Proceedings of the 22nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (ACM, New York, 1999), pp. 50–57.

    Google Scholar 

  3. A. Asuncion, M. Welling, P. Smyth, and Y. W. Teh, in Proceedings of International Conference on Uncertainty in Artificial Intelligence (Montreal, Quebec, 2009).

    Google Scholar 

  4. K. V. Vorontsov and A. A. Potapenko, Komp’yut. Issled. Model. 4, 693–706 (2012).

    Google Scholar 

  5. D. M. Blei, A. Y. Ng, and M. I. Jordan, J. Machine Learning Res. 3, 993–1022 (2003).

    MATH  Google Scholar 

  6. A. N. Tikhonov and V. Ya. Arsenin, Solutions of Ill-Posed Problems (Halsted, New York, 1977; Nauka, Moscow, 1986).

    MATH  Google Scholar 

  7. Y. Tan and Z. Ou, in Proceedings of the 7th International Symposium on Chinese Spoken Language Processing (ISCSLP) (Taiwan, 2010), pp. 224–228.

    Google Scholar 

  8. L. Dietz, S. Bickel, and T. Scheffer, in Proceedings of the 24th International Conference on Machine Learning ICML’07 (ACM, New York, 2007), pp. 233–240.

    Book  Google Scholar 

  9. D. Mimno, H. M. Wallach, E. Talley, M. Leenders, A. McCallum, in Proceedings of the Conference on Empirical Methods in Natural Language Processing EMNLP’11 (Assoc. Comput. Linguistics, Stroudsburg, PA, 2011), pp. 262–272.

    Google Scholar 

  10. T. N. Rubin, A. Chambers, P. Smyth, and M. Steyvers, Machine Learning 88(1–2), 157–208 (2012).

    Article  MATH  MathSciNet  Google Scholar 

  11. J. H. Friedman, T. Hastie, and R. Tibshirani, J. Stat. Software 33(1), 1–22 (2010).

    Google Scholar 

Download references

Author information

Authors and Affiliations

  1. Dorodnicyn Computing Center, Russian Academy of Sciences, ul. Vavilova 40, Moscow, 119333, Russia

    K. V. Vorontsov

  2. National Research University “Higher School of Economics,”, Myasnitskaya 20, Moscow, 101000, Russia

    K. V. Vorontsov

  3. Moscow Institute of Physics and Technology (State University), Institutskii per. 9, Dolgoprudnyi, Moscow oblast, 141700, Russia

    K. V. Vorontsov

Authors
  1. K. V. Vorontsov
    View author publications

    You can also search for this author in PubMed Google Scholar

Corresponding author

Correspondence to K. V. Vorontsov.

Additional information

Original Russian Text © K.V. Vorontsov, 2014, published in Doklady Akademii Nauk, 2014, Vol. 456, No. 3, pp. 268–271.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Vorontsov, K.V. Additive regularization for topic models of text collections. Dokl. Math. 89, 301–304 (2014). https://doi.org/10.1134/S1064562414020185

Download citation

  • Received:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1134/S1064562414020185

Keywords

Search

Navigation