Berikov, Vladimir Borisovich

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Total publications: 3
Scientific articles: 3

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Berikov, Vladimir Borisovich
Associate professor
Doctor of technical sciences (2007)
Speciality: 05.13.17 (Theoretical foundation for informatics)
Keywords: statistical pattern recognition, intellectual data mining.


Research of statistical stability of pattern classifiers in the condition of small sample size. Studying the probabilistic properties of decision functions for discrete recognition problem; finding the dependences between sample size, number of values of discrete characteristics, empirical error and the expected probability of error. Developing of algorithms for decision trees construction in problems of pattern recognition, clustering, regression analysis, time series analysis. Application of the developed data mining methods in applied researches.


Graduated from Faculty of Mathematics and Mechanics of Novosibirsk State University in 1986 (department of theoretical cybernetics). Ph. D. thesis was defended in 1996, Doctor Nauk thesis was defended in 2007. A list of journal articles contains 49 titles.

Award from International Academic Publishing Company "Nauka/Interperiodica" for series of papers on results in theory and practice of constructing decision recognition functions based on the analysis of empirical information (1998).

Main publications:
  1. Lbov G.S., Berikov V.B., Stability of decision functions in problems of pattern recognition and analysis of heterogeneous information, Sobolev institute of mathematics publishing, 2005 (in Russian)
  2. Berikov V. B., “An approach to the evaluation of the performance of a discrete classifier”, Pattern Recogn. Letters, 23:1-3 (2002), 227–233
  3. Berikov V.B., Lbov G.S., “Bayes estimates for recognition quality on finite sets of events”, Doklady Mathematics, 71:3 (2005), 327–330
  4. Berikov V.B., “Grouping of Objects in a Space of Heterogeneous Variables with the Use of Taxonomic Decision Trees”, Pattern Recognition and Image Analysis, 21:4 (2011), 591–598
  5. Berikov V.B., “A latent variable pairwise classification model of a clustering ensemble \ibyy C. Sansone, J. Kittler, and F. Roli (Eds.)”, Multiple Classifier Systems, 2011, Lecture Notes on Computer Science, 6713, Springer, Berlin, 2011, 279–288
List of publications on Google Scholar
List of publications on ZentralBlatt

Publications in Math-Net.Ru
1. V. V. Tatarnikov, I. A. Pestunov, V. B. Berikov, “Centroid averaging algorithm for a clustering ensemble”, Computer Optics, 41:5 (2017),  712–718  mathnet
2. V. B. Berikov, “Some properties of an estimator of error probability in a discrete recognition problem”, Sib. Zh. Ind. Mat., 7:3 (2004),  44–56  mathnet  mathscinet  zmath
3. V. B. Berikov, “A priori estimates of the recognition accuracy for limited samplings”, Zh. Vychisl. Mat. Mat. Fiz., 43:9 (2003),  1432–1440  mathnet  mathscinet  zmath; Comput. Math. Math. Phys., 43:9 (2003), 1377–1385

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