Sergey Nikolenko

Sergey Nikolenko

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Books
Research papers
Talks and posters
Students
Popular science
Other stuff

   Research
CS and crypto
Bioinformatics
Machine learning
Algebraic geometry
Algebra
Bayesian networks
Earth sciences

   Teaching
 2014
ML, KFU
Game Theory, HSE
Mech. Design, HSE
ML, CSClub Kazan
Game theory, HSE
Math. logic, AU
Machine learning, STC
Machine learning, AU
 2013
Discrete math, HSE
Machine learning, STC
Math. logic, AU
Cryptography, AU
 2012
Machine learning, STC
Math. logic, AU
Machine learning II, AU
Machine learning, AU
Machine learning, EMC
 2011
Cryptography, AU
Math. logic, AU
Machine learning, AU
 2010
Math. logic, AU
Machine learning, AU
Cryptography, AU
 2009
Crypto in CS Club
Statistics
Machine learning, AU
Cryptography
 2008
Speech recognition
MD for CS Club
ML for CS Club
Mechanism design
 2007
Machine Learning
Probabilistic learning

  External links
Google Scholar profile
DBLP profile
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)