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My research interests are monotonic regression and interpolation, data mining methods, bootstrap methods, model selection methods.

My journal publications:

  • Sysoev, O., Burdakov, O., Grimvall, A.: A Segmentation-Based Algorithm for Large-Scale Monotonic Regression Problems. Computational Statistics and Data Analysis 55 (2011), pp. 2463-2476
  • Burdakov, A. Grimvall and O. Sysoev. Data preordering in generalized PAV algorithm for monotonic regression. Journal of Computational Mathematics. (2006) 24, No. 6, pp. 771-790.
  • Burdakov O. , Sysoev O. ,Grimvall A. and Hussian M. An O(n2) algorithm for isotonic regression. In: G. Di Pillo and M. Roma (Eds) Large-Scale Nonlinear Optimization. Series: Nonconvex Optimization and Its Applications, Springer-Verlag, (2006) 83, pp. 25-33.
  • Hussian M. ,Grimvall A. ,Burdakov O. and Sysoev O. Monotonic regression for the detection of temporal trends in environmental quality data. MATCH Commun. Math. Comput. Chem. (2005) 54, pp. 535-550.

My conference publications:

  • O. Burdakov, A. Grimvall and O. Sysoev. Generalized PAV algorithm with block refinement for partially ordered monotonic regression. In: A. Feelders and R. Potharst (Eds.) Proceedings of the Workshop on Learning Monotone Models from Data at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (2009), pp. 23-37.
  • O. Burdakov, O. Sysoev, A. Grimvall and M. Hussian (2004). An algorithm for isotonic regression problems. In: The Proceedings of the 4th European Congress of Computational Methods in Applied Science and Engineering `ECCOMAS 2004'.
  • M. Hussian, A. Grimvall, O. Burdakov and O. Sysoev (2004). Monotonic regression for trend
    assessment of environmental quality data.
    In: The Proceedings of the 4th European Congress of
    Computational Methods in Applied Science and Engineering `ECCOMAS 2004'

Page responsible: Oleg Sysoev
Last updated: 2011-07-28