Шевляков Георгий Леонидович
  • Ученая степень
    доктор физико-математических наук
  • Ученое звание
    профессор
  • Биография
  • Публикации

Georgy L. SHEVLYAKOV

PROFESSOR OF MATHEMATICS

 

Date of birth: 20.08.1949

Place of birth: Leningrad, USSR

 

WORK ADDRESS:

 

Department of Applied Mathematics, St. Petersburg State Polytechnic University,

Polytechnicheskaya ul., 29, St. Petersburg, 195251, Russia

Fax: +7-812-356 36 64 Phone: +7-812-552 67 50

E-mail: Georgy.Shevlyakov@phmf.spbstu.ru

HOME ADDRESS:

 

Nalichnaya ul., 36-5-399, St. Petersburg, 199226, Russia

Phone:  +7-812-356 36 64

EDUCATION

  • St. Petersburg State Polytechnic University, St. Petersburg, Russia

    Doctor of Sciences in Physics and Mathematics, December 1991

    Dr. Sc. Thesis: Methods and Algorithms of Data Analysis under the Conditions of Uncertainty

  • Leningrad Polytechnic Institute, Leningrad, USSR

    Ph.D. in Statistics, June 1976

    Ph.D. Thesis: Robust Estimation and Detection of Signals by the Least Absolute Values Method

  • Leningrad Polytechnic Institute, Leningrad, USSR

    M. Sc. in Cybernetics, March 1973

    Diploma summa cum laude

    Master’s Thesis: On Applications of Order Statistics to Estimation of Signals and Rejection of Outliers

PROFESSIONAL EXPERIENCE

  • Department of Applied Mathematics, St. Petersburg State Polytechnic University, St. Petersburg, Russia

    March 2009 - present, Professor

  • Institute for Problems in Mechanical Engineering, Russian Academy of Sciences, St. Petersburg, Russia

    March 2009 - present, Principal Researcher (part time)

  • Department of Information and Communications, Gwangju Institute of Science and Technology (GIST), South Korea

    September 2003- February 2009, Visiting Professor

  • Department of Mathematics, St. Petersburg State Polytechnic University, St. Petersburg, Russia

    March 1993 - December 2006, Professor

    October 1986 - February 1993, Associate Professor

  • Institute for Problems in Mechanical Engineering, Russian Academy of Sciences, St. Petersburg, Russia

    October 1994 - August 2003, Principal Researcher (part time)

  • Department of Mechanics and Control Processes, Leningrad Polytechnic Institute, Leningrad, USSR

    October 1980 - September 1986, Senior Researcher

    May 1979- September 1980, Researcher

  • Department of Biometrics, Vavilov Research Institute for Plant Breeding, Leningrad, USSR

    October 1976 - April 1979, Junior Researcher

     

SUMMARY OF TEACHING EXPERIENCE

The courses delivered: Analysis (Calculus), Theoretical Mechanics, Probability Theory, Mathematical Statistics, Stochastic Processes, Queueing Theory, System Theory, Information and Coding Theory, Robust Statistics, Applied Statistics and Mathematical Methods of Data Analysis, Robust Statistical Methods in Signal Processing, Methods of Optimization and their Applications.

SUMMARY OF RESEARCH ACTIVITIES

My interests are mainly concerned with the theory and applications of robust statistical methods and with mathematical methods and technologies of data analysis. The researches aim both at theoretical aspects and real-life needs of data and signal processing.

Current Activities and Future Research Plans

These activities and plans are mainly concerned with robust statistics and data analysis technologies including the extension of robust methods on the problems of multivariate statistical and time series analysis, the study of data compression procedures, normalizing data transformations, as well as some problems in queueing theory and general statistics with their applications to data and signal processing in electrical engineering:

  • Robust multivariate statistics: robust correlation, detection of multivariate outliers in the data, robust classification.
  • Robust time-series analysis: robust detection, robust spectra estimation.
  • Reliability theory: robust estimation of scale in reliability models, application of robust methods in reliability.
  • Semantic data analysis: taxonomy evaluation, datasets evaluation, multi-label hierarchical classification.
  • Nonparametric statistics: estimation of quantile functions by the Bernstein polynomials and their generalizations.
  • Data analysis: bivariate box-plots techniques, methods for normalizing the data, and probability-free methods.
  • Queueing theory: analysis of priority queueing service discipline with applications to ATM networks and Internet.
  • General statistics: parametric estimation in finite and discrete distribution models.
  • Applications: signal processing (robust estimation and detection of signals) in electrical engineering, reliability models in mechanical engineering, data processing in cardiology and ophthalmology.

PUBLICATIONS

 

BOOKS:

 

Georgy L. Shevlyakov and Nikita O. Vilchevski, Robustness in Data Analysis: criteria and methods, VSP, Utrecht, 2002, xiv+310 pages.

 

Probability Topics in Mathematics. Publishing House "Ivan Fedorov", St.Petersburg, 2001, 588 p. Part 4: Mathematical Statistics, pp. 399-588. Coauthor: Yuri D. Maksimov (in Russian).

PAPERS More than 70 published papers in peer reviewed journals.

Download selected publications (4,6 Mb)

 

PROFESSIONAL MEMBERSHIPS

Bernoulli Society
IEEE Society

Монографии
N Авторы Название Издание Год
1. Georgy Shevlyakov, Hannu Oja  Robust Correlation: Theory and Applications. John Wiley, 352 p.  2016 
 
Статьи
N Авторы Название Издание Год
1. Song I.Y., Shevlyakov G., Shin V.  Estimation of nonlinear functions of state vector for linear systems with time-delays and uncertainties Mathematical Problems in Engineering, Hindawi Publishing Corporation, Vol. 2015, Article ID 217253, 10 pages, http://dx.doi.org/10.1155/2015/217253  2015 
2. Shevlyakov G.L., Smirnov, P.O.   M-estimators of the correlation coefficient for bivariate independent component distributions Modern Nonparametric, Robust and Multivariate Methods. Springer Lecture Notes in Mathematics (a special issue devoted to the Festschrift of Hannu Oja), Klaus Nordhausen and Sara Taskinen (eds), October 2015, pp.127-142  2015 
3. Shevlyakov G.L., Lyubomishchenko N.S., Smirnov P.O.  A few remarks on robust estimation of power spectra Austrian Journal of Statistics 44, 112—121  2014 
4. Smirnov P.O., Shevlyakov G.L.  Fast highly efficient and robust one-step M-estimators of scale based on Qn-estimator Computational Statistics and Data Analysis 78, 153—158  2014 
5. G. L. Shevlyakov, V.I. Shin, S. Lee, and Kim K.  Asymptotically stable detection of a weak signal Int. Journal of Adaptive Control and Signal Processing, DOI: 10.1002/acs.2405  2013 
6. Андреа К., Смирнов П.О., Шевляков Г.Л.  Двумерный боксплот на основе высокоэффективных робастных оценок масштаба и корреляции Вестник Томского государственного университета, Т.1, № 22, С. 25-31.  2013 
7. Андреа К., Шевляков Г.Л.  Обнаружение выбросов с помощью боксплотов, основанных на новых высокоэффективных робастных оценках масштаба Научно-Технические Ведомости Санкт-Петербургского политехнического государственного университета. Информатика. Телекомуникации. Управление., Т.5, № 181, С. 39-45.  2013 
8. G. L. Shevlyakov, P. O. Smirnov, V. I. Shin, and Kim K.  Asymptotically minimax bias estimation of the correlation coefficient for bivariate independent component distributions Journal of Multivariate Analysis, Vol. 111, pp. 59–65  2012 
9. Jintae Park, Georgy Shevlyakov, Kiseon Kim  Distributed Detection and Fusion of Weak Signals in Fading Channels with Non-Gaussian Noises IEEE Communications Letters Vol. 16, No. 2, pp. 220-223  2012 
10. Georgy Shevlyakov et al  Robust Distributed Detection with Total Power Constraint in Large Wireless Sensor Networks IEEE Transactions on Wireless Communications, vol. 10, pp. 5, 2011.   2011 
11. Georgy Shevlyakov, Pavel Smirnov  Robust estimation of the correlation coefficient: An attempt of survey Austrian Journal of Statistics, 40(1&2):147-156, 2011  2011 
12. N.-V. Nguyen, G. Shevlyakov, V. Shin  Fusion of correlated local estimates under non-Gaussian channel noise International Journal of Robotics and Automation, vol. 25, no. 2, pp. 3365-3385, 2010  2010 
13. G. Shevlyakov, J.W. Lee, K.M. Lee, Vladimir Shin, K. Kim   Robust detection of a weak signal with redescending M-estimators: a comparative study International Journal of Adaptive Control and Signal Processing, vol. 24, Issue 1, pp. 33-40, 2010.  2010 
14. Nga-Viet Nguyen, Georgy Shevlyakov and Vladimir Shin  Robust state estimation fusion in power system International Journal of Innovative Computing, Information and Control ICIC International c_ 2010 ISSN 1349-4198, vol. 6, no. 12, December 2010, pp. 5771–5784.  2010 
15. Nga-Viet Nguyen, Georgy Shevlyakov, Vladimir Shin  Fusion of Correlated Local Estimates Under Non-Gaussian Channel Noise International Journal of Robotics and Automation. 2009  2009 
16. G. Shevlyakov, J.W. Lee, K.M. Lee, Vladimir Shin, K. Kim  Robust detection of a weak signal with redescending M-estimators: a comparative study International Journal of Adaptive Control and Signal Processing. 2009  2009 
17. Nga-Viet Nguyen, Georgy Shevlyakov, Vladimir Shin  Robust Fusion with Non-Gaussian Channel Noise IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences, vol. E92-A, No.5, pp.1293-1300. 2009  2009 
 
Доклады, тезисы и материалы конференций
N Авторы Название Издание Год
1. Shevlyakov G.   Robust asymptotically stable detection of a weak signal International Conference on Robust Statistics 2015(ICORS 2015).Indian Statistical Institute, Kolkata, India. Book of Abstracts, January 12-16, 2015, pp.48-49  2015 
2. Shevlyakov G.   Robust estimation of a correlation coefficient: approaches and methods Indo-Russian Joint Conference in Statistics and Probability, Lecture Abstracts.Indian Statistical Institute, Delhi, India, January 15-18, 2015  2015 
3. Andrea A., Shevlyakov G.L., Vassilieva N.S., Ulanov A.N.  A new measure of outlier detection performance evaluation Proc. of the International Conference on Machine Learning and Data Mining (MLDM 2014). Vol.1, pp. 21-28, St. Petersburg, July 16-21  2014 
4. Shevlyakov G.L., Smirnov P.O.  Robust M-estimates of the correlation coefficient in bivariate independent component distribution models Abstracts of the International Conference on Robust Statistics (ICORS 2014), p. 31, Halle, Germany, August 11-15, 2014.  2014 
5. Andrea K., Shevlyakov G.L., Smirnov P.O.  Detection of outliers with boxplots Proceedings of the 10th International Conference on Computer Data Analysis and Modeling, Vol.1, pp. 141-144.  2013 
6. Lavrentyeva G., Andrea K., Shevlyakov G.  Optimizing outlier detection with the harmonic mean performance criterion. Abstracts of the International Conference on Robust Statistics 2013 (ICORS 2013), p. 29  2013 
7. Lyubomishchenko N., Andrea K., Prytkova A., Shevlyakov G.  Real-life data anomaly detection with robust sliding spectral and boxplot techniques Abstracts of the International Conference on Robust Statistics 2013 (ICORS 2013), pp. 30-31  2013 
8. Shevlyakov G., Andrea K., Choudur L., Smirnov P., Ulanov A., Vassilieva N.  Robust versions of the Tukey boxplot with their application to detection of outliers 2013 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2013), pp.6506 -6510  2013 
9. Shevlyakov G.L., Lyubomishchenko N.S., Smirnov P.O.  Some remarks on robust estimation of power spectra. - (Invited talk). Proceedings of the 10th International Conference on Computer Data Analysis and Modeling, Vol.1, pp. 97-104.,   2013 
10. Georgy Shevlyakov  Robust Correlation (invited talk) International Conference on Robust Statistics 2012 (ICORS 2012), August 06 -10, 2012, Burlington, Vermont, USA  2012 
11. Georgy Shevlyakov et al  Enhancing Accuracy of Multilabel Classification by Extracting Hierarchies 22nd International Workshop on Database & Expert Systems, DEXA 2011, Toulouse, France, August 2011, pp. 203-207  2011 
12. G.Shevlyakov, K.Andrea, G.Lavrentyeva, P.Smirnov  Fast low-complexity bivariate boxplots based on highly efficient and robust estimates of dispersion & correlation International Conference on Robust Statistics (ICORS2011) Valladolid, 2011  2011 
13. G. Shevlyakov  Lattice analogues of Fisher information & least informative distributions International Conference on Analytical Methods in Statistics (AMISTAMISTAT 2011), October 28-30, Prague, Czech Republic, p. 10.   2011 
14. Georgy Shevlyakov et al  Similarity-Based Attribute Selection with n-Grams 7th International Conference, (MLDM 2011), New-York, USA, August/September, pp. 72-76.  2011 
15. P.O. Smirnov and G.L. Shevlyakov   Highly efficient robust estimators of a correlation coefficient for bivariate independent component distributions In Proceedings of the International Conference on Robust Statistics (ICORS2010) Prague  2010 
16. Alexander Ulanov, Georgy Shevlyakov, Nikolay Lyubomishchenko, Pankaj Mehra, Vladimir Polutin  Monte Carlo Study of Taxonomy Evaluation 2010 Workshops on Database and Expert Systems Applications (DEXA 2010), pp. 164-168  2010 
17. P.O. Smirnov and G.L. Shevlyakov   On approximation of the Qn-estimate of scale by fast M-estimates In Proceedings of the International Conference on Robust Statistics (ICORS2010) Prague  2010 
18. N.-V. Nguyen, G. Shevlyakov, and V. Shin  Power system state estimation with fusion method 2010 International Conference on Electrical and Energy Systems, vol. 5, pp. 71-76  2010 
19. N.-V. Nguyen, G. Shevlyakov, and V. Shin  Robust algorithm in distributed estimation fusion with correlation of local estimates 2nd International Conference on Computer and Automation Engineering, vol. 5, pp. 428-431.   2010 
20. P.O. Smirnov and G.L. Shevlyakov   Robust estimation of a correlation coefficient: an attempt of survey In Proceedings of the 9th International Conference on Computer Data Analysis and Modeling: Complex Stochastic Data and Systems (CDAM2010), Minsk  2010 
21. G. Shevlyakov, M. Shevlyakova and Vladimir Shin  A Least Favorable Multivariate Generalized Gaussian Pattern Distribution with its Application to Robust Classification Proc. Machine Learning and Data Mining in Pattern Recognition 6th Inter. Conf., MLDM’09, Leipzig, Germany, pp. 74-78, 23~25 July, 2009  2009 
22. Nga-Viet Nguyen, Vladimir Shin,Georgy Shevlyakov  Robust Algorithm in Distributed Estimation Fusion with Correlation of Local Estimates Proc. Intern. Conf. Signal Acquisition and Processing (ICSAP-2010) , 9~10 Feb. 2010, Bangalore, India  2009 
23. G. Shevlyakov, K. Lee, V. Shin, and K. Kim  Robust Minimum Distance Neyman-Pearson Detection of a Weak Signal in Non-Gaussian Noise Proc. 17th European Signal Processing Conf. (EUSIPCO’09), 24~28 Aug. 2009, Glasgow, Scotland, pp. 1012~1016  2009 
24. G.L. Shevlyakov, V.I. Shin, and K.S. Kim  The Most B- and V-robust Estimators of a Correlation Coefficient Proc. Inter. Conf. Robust Statistics (ICORS’09), 14~19 June 2009, Parma, Italy, pp. 140-141 (ISBN-13: 978-88-903330-0-2)  2009