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Sergey Nikolenko

Sergey Nikolenko

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   Research'; print '
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 2014'; print '
ML, KFU'; print '
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ML, CSClub Kazan'; print '
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 2013'; print '
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 2012'; print '
Machine learning, STC'; print '
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Machine learning II, AU'; print '
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Machine learning, EMC'; print '
 2011'; print '
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 2010'; print '
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 2009'; print '
Crypto in CS Club'; print '
Statistics'; print '
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 2008'; print '
Speech recognition'; print '
MD for CS Club'; print '
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 2007'; print '
Machine Learning'; print '
Probabilistic learning'; print '

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LiveJournal account
userinfonikolenko (in Russian)

Machine Learning

I have been interested in modern machine learning since 2011, paying special attention to, unsurprisingly, probabilistic graphical models. My results include new graphical models for Bayesian rating systems and click log processing. Since 2011, I have been actively collaborating with Surfingbird, which has brought recommender systems to the front of my interests.

Publications

  1. V.A. Leksin, S.I. Nikolenko. Semi-Supervised Tag Extraction in a Web Recommender System. Proc. 6th International Conference on Similarity Search and Applications (SISAP 2013), LNCS vol. 8199, pp. 206–212, 2013 (springerlink).
  2. D. Ignatov, A. Konstantinov, S.I. Nikolenko, J. Poelmans, V. Zaharchuk. Online Recommender System for Radio Station Hosting. Proceedings of BIR 2012, Lecture Notes in Business Information Processing, vol. 128, Springer, 2012, pp. 1–12 (springerlink).
  3. I.I. Chernyavsky, T. Alexandrov, P. Maass, S.I. Nikolenko. A Two-Step Soft Segmentation Procedure for MALDI Imaging Mass Spectrometry Data. Proceedings of the 18th German Conference in Bioinformatics (GCB-2012), OASIcs vol. 26, 2012, pp. 39–48. (.pdf, 2582kb)
  4. I.I. Chernyavsky, T. Alexandrov, S.I. Nikolenko. Segmentation of MALDI imaging results based on graphical models. SPIIRAS Proceedings, vol. 21, 2012, pp. 120–142. (.pdf, 1251kb, in Russian)
  5. S.I. Nikolenko, D.V. Serdyuk, A.V. Sirotkin. Bayesian rating systems with additional information on tournament results. SPIIRAS Proceedings, vol. 22, 2012, pp. 189–204. (.pdf, 582kb, in Russian)
  6. A. Fishkov, S.I. Nikolenko. A survey of user behaviour models for search results ranking. SPIIRAS Proceedings, vol. 22, 2012, pp. 139–175. (.pdf, 1807kb, in Russian)
  7. A. Fishkov, S.I. Nikolenko. SCM: a new user behaviour model for web search. SPIIRAS Proceedings, vol. 20, 2012, pp. 72–100. (.pdf, 765kb, in Russian)
  8. D. Ignatov, S.I. Nikolenko, V. Zaharchuk, A. Konstantinov. A New Recommender System for the Interactive Radio Network FMhost. Proceedings of EEML 2012, an ICFCA 2012 workshop, 2012, pp. 72–85.
  9. A. Fishkov, S.I. Nikolenko. A New Click Model for Relevance Prediction in Web Search. Proceedings of EEML 2012, an ICFCA 2012 workshop, 2012, pp. 45–54. (.pdf, 741kb)
  10. I.A. Baltiysky, S.I. Nikolenko. A Probabilistic Graphical Model for the Music Harmony Similarity Problem. SPIIRAS Proceedings, vol. 18, 2011, pp. 136–163. (.pdf, 1308kb, in Russian)
  11. I.A. Baltiysky, S.I. Nikolenko. Probabilistic Graphical Models of Harmony in Automated Music Analysis: a Survey. SPIIRAS Proceedings, vol. 17, 2011, pp. 174–196. (.pdf, 318kb, in Russian)
  12. S.I. Nikolenko, A.V. Sirotkin. A New Bayesian Rating System for Team Competitions. Proceedings of the 28th International Conference on Machine Learning (ICML 2011), 2011, pp. 601–608. (.pdf, 361kb)
  13. S.I. Nikolenko, A.V. Sirotkin. Bayesian Inference in Rating Systems: a Survey. Proceedings of IMMVII-2009, 2009, pp. 29–48. (.pdf, 774kb, in Russian)