Преподаватели


Кадырова Наталья Олеговна

к.н.
с.н.с.
Доцент кафедры «Прикладная математика»

Education

  • Leningrad State University ,1973, M.Sc. (Mathematics)
  • Ph.D in Biology, Central Research Institute of Roentgenology and Radiology, Ministry of Public Health of the USSR (Leningrad), 1985.

Occupation

  • 1973-1978: Junior Research Fellow, Department of Medical Engineering, Central Research Institute, Ministry of the Shipbuilding of the USSR (Leningrad).
  • 1978-1985: Junior Research Fellow, Department of Biomathematics, Central Research Institute of Roentgenology and Radiology, Ministry of the Public Health of the USSR (Leningrad).
  • 1985-1990: Senior Research Fellow, Department of Biomathematics, Central Research Institute of Roentgenology and Radiology, Ministry of the Public Health of the USSR (Leningrad).
  • 1990-1991: Senior Research Fellow, Department of Applied Mathematics, St. Petersburg Technical University.
  • 1991- : Associate Professor, Department of Applied Mathematics, St. Petersburg Technical University.

Teaching experience

  • Undergraduate courses in numerical methods, programming languages
  • Graduate courses in numerical methods, programming languages, probability and statistics.
  • New courses: "Survival data analysis".

Research supported by grants and visiting positions

  • ICRETT Grant of the International Union Against Cancer, University Rene Descartes, Laboratory of Medical Statistics, 1 month, September 1993. Paris, France.
  • Grant of the Association pour la Recherche sur le Cancer, Curie Institute, Department of Biostatistics, 2 months, December 1994 - January 1995. Paris, France.

Research and publications

Main activities in applications of probabilistic and statistical methods to radiobiology and clinical oncology. At present the main research field is biostatistics, in particular survival analysis. The author of more than 40 publications in biostatistics, 4 registered software.

Registered Software

  • Survival data analysis in oncology and radiobiology (with A.Yu.Yakovlev, T.V.Antipova, T.T.Osipova, E.M.Myasnikova and V.G.Kukekov) 1986, Software Fund, Ministry of Public Health of the USSR, Reg.No.50860000179.
  • Isotonic maximum likelihood estimation of the bimodal failure rate (with A.Yu.Yakovlev) 1987, Software Fund, Ministry of Public Health of the USSR. Reg.No.50870000530.
  • Statistical tests associated with the concept of delta-stochastic ordering for survival curve comparison (with A.Yu.Yakovlev) 1988, Software Fund, Ministry of Public Health of the USSR, Reg.No.50880001004.
  • Optimum screening for a cancer risk group (with A.Yu.Yakovlev and A.D.Tsodikov) 1993, Software Fund, Ministry of Public Health of the USSR. Reg.No.50930000002.

Лекционные курсы, семинары и поддержка НИРС


Руководство дипломными и выпускными работами

NСтудентГруппаКвалификация / СтепеньГодТема
1.Алехина Анастасия Михайловна63601/3 Магистр 2016 Анализ методов настройки параметров машин опорных векторов 

Основные публикации

 
Учебно и научно-методические работы
NАвторыНазваниеИзданиеГод
1.Иванков А.А., Измайлов Г.К., Кадырова Н.О., Павлова Л.В.,Смирнова Е.Н. Информационно-коммуникационные технологии. Разностные методы для задач математической физикиИздательство СПбГПУ, 51 с. 2013 
2.Н.О.Кадырова, Л.В.Павлова, И.Е.Ануфриев Теория вероятностей и математическая статистика. Статистический анализ данныхСПб.: Издательство Политехнического университета, 2010 2010 
3.Кадырова Н.О. , Павлова Л.В. , Ануфриев И.Е.  Теория вероятностей и математическая статистика. Cтатистический анализ данных. Учебное пособие. Санкт-Петербург. Издательство СПбГПУ, 2004. 54стр. 2004 
 
Статьи
NАвторыНазваниеИзданиеГод
1.Kadyrova N.O., Pavlova L.V.  Comparative efficiency of algorithms based on support vector machines for binary classification Biophysics, Vol. 60, No. 1, pp.13–24 2015 
2.Кадырова Н.О., Павлова Л.В.  Сравнительная эффективность алгоритмов построения машин опорных векторов для задачи бинарной классификации Биофизика, том 60, вып. 1, c.18–31 2015 
3.Kadyrova N.O., Pavlova L.V. Statistical analysis for big data: the approach based on support vector machines for classification and regression problemsBiophysics, Vol. 59, No. 3, pp. 364–373 2014 
4.Кадырова Н.О., Павлова Л.В. Статистический анализ больших данных: подход на основе машин опорных векторов для задач классификации и восстановления регрессииБиофизика, том 59, вып. 3, c. 446–457 2014 
5.Кадырова Н. О., Павлова Л. В. Эффективная методика обработки многоразмерных данных большого объемаНТВ СПбГПУ, 6(162), с. 118-124 2012 
6.Кадырова Н.О., Павлова Л.В. Сравнение показателей эффективности SVM-алгоритмов для задач классификации и восстановления регрессииНаучно-технические ведомости СПбГПУ: т.60, н.3, 2008 2008 
7.Kadyrova N.O. Estimation of hazard function from censored survival data: computer realization of some methods. In Proc. of SPb Technical University, 1996, pp.100-104. 1996 
8.Kadyrova N.O. (with T.Hoang and A.Yu.Yakovlev)  A computer program for the isotonic maximum likelihood estimation of a bimodal hazard function from censored observations Proc. Sem. "Statistique des Processus En Milieu Medical", University Paris-V,pp. 277-282. 1993 
9.Kadyrova N.O. (with S.T.Rachev, A.Yu.Yakovlev and L.V.Klebanov)  A latent time distribution for the carcinogenic risk estimationUniversity of California, Santa-Barbara, Technical Report No.105, 19p. 1990 
10.Kadyrova N.O. (with R.E.Goot, G.M.Zharinov and A.A.Sohranskaya)  Efficiency treatment estimation in oncology Problems in oncology,vol.36, No.11,pp.1300-1304. 1990 
11.Kadyrova N.O. (with S.T.Rachev,A.Yu.Yakovlev,R.E.Goot and G.M.Zharinov) Some statistical tests associated with the concept of delta-stochastic ordering of two random variables SERDICA Bulgar. math. publ., vol.16, pp.240-245. 1990 
12.Kadyrova N.O. (with S.T.Rachev and A.Yu.Yakovlev)  A concept of delta-stochastic ordering and its application to the competing risks modelSERDICA Bulgar. math. publications, vol.15,pp.28-31. 1989 
13.Kadyrova N.O. (with S.T.Rachev and A.Yu.Yakovlev)  Isotonic maximum likelihood estimation of the bimodal failure rate. A computer-based studyStatistics, 1989, vol.20, pp.271-278. 1989 
14.Kadyrova N.O. (with S.T.Rachev and A.Yu.Yakovlev) Maximum likelihood estimation of the bimodal failure rate for censored and tied data Statistics, 1989, vol.20, pp.135-140.  1989 
15.Kadyrova N.O. (with S.T.Rachev, A.Yu.Yakovlev, and E.M.Myasnikova)  On the statistical inference from survival experiments with two types of failure Biom.J., 1988, vol.30, pp.835-842 1988 
16.Kadyrova N.O. (with R.E.Goot and T.T.Osipova) On comparison of stochastic system efficiency Engineering of means of connection, No.5,pp 53-58. 1987 
17.Kadyrova N.O. (with S.T.Rachev, R.E.Goot, A.Yu.Yakovlev) Some statistical tests for survival curves comparing. Proc. of International seminar "Statistical data analysis"Varna,1987, pp.193-198. 1987 
18.Kadyrova N.O. (with E.Prokudina and A.Borovitskaya)  Therapeutic effect of purine derivatives of the lifespan of irradiated animalsRadiobiology,vol,27,No 5,.pp.653-656. 1987 
19.Kadyrova N.O. (with R.E.Goot and S.T.Rachev)  Tests for comparing efficiency of different methods of radiation therapy"Optimization of Spatial and Temporal Parameters of Radiation Therapy",Obninsk,pp.19-22. 1986 
20.Kadyrova N.O. (with A.Yu.Yakovlev and T.V.Antipova)  On the parametric analysis of survival data in radiobiology and oncology "Reliability of Biological Systems", Naukova Dumka,Kiev,pp.33-40. 1985 
21.Kadyrova N.O. (with A.Yu.Yakovlev) On the parametric approach to survival data analysis. 1.Radiobiological applications Biom.J.,1985,vol.27,pp.441-451. 1985 
22.Kadyrova N.O. (with E.Zherbin, A.Borovitskaya and L.Rzhonsnitskaya)  Relative biological efficiency of gamma-irradiation with energy of 0.9 MevRadiobiology, vol.25,No.2,pp.270-272. 1985 
23.Kadyrova N.O. (with I.V.Remizova, L.V.Pavlova and E.I.Comarov)  The parametric survival analysis of total and subtotal irradiated animals with two radiation syndromes Studia Biophysica, vol.107,No.2,pp.141-145 1985 
24.Kadyrova N.O. (with S.F.Vershinina, L.V.Pavlova and A.Yu.Yakovlev)  The parametric survival analysis of twice irradiated animals Radiobiology, vol.25, No.5,pp.698-700. 1985 
25.Kadyrova N.O. (with A.Yu.Yakovlev)  Nonparametric survival data analysis in oncology. Survey of methodsProblems in Oncology, vol.30,No.8,pp.35-48. 1984 
26.Kadyrova N.O. (with L.V.Pavlova) On the parametric analysis of survival of irradiated animals Radiobiology, v.24, 3p. 1984 
27.Kadyrova N.O. (with A.Yu. Yakovlev, T.V.Antipova and E.A.Zherbin)  The basic problems of survival data analysis in oncologyProblems in Oncology, vol.30,No.7,pp.24-32. 1984 
28.Kadyrova N.O. (with L.V.Pavlova) The lifetime distribution for animals with different forms of radiation injury Studia Biophysica, v.98,No.1, 8p. 1983 
 
Доклады, тезисы и материалы конференций
NАвторыНазваниеИзданиеГод
1.Pavlova, L.V., Yakovlev, A.Y., Kadyrova, N.O. Modeling the Development of Multiple Tumorigenesis Based on a Statistic Model of Carcinogenesisиздательство СПбГТУ 1998