Кадырова Наталья Олеговна
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Ученая степенькандидат биологических наук
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Ученое званиедоцент
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Биография
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Публикации
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.
| Учебно и научно-методические работы | ||||
| N | Авторы | Название | Издание | Год |
|---|---|---|---|---|
| 1. | Иванков А.А., Измайлов Г.К., Кадырова Н.О., Павлова Л.В.,Смирнова Е.Н. | Информационно-коммуникационные технологии. Разностные методы для задач математической физики | Издательство СПбГПУ, 51 с. | 2013 |
| 2. | Н.О.Кадырова, Л.В.Павлова, И.Е.Ануфриев | Теория вероятностей и математическая статистика. Статистический анализ данных | СПб.: 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 | ||||
| N | Авторы | Название | Издание | Год |
| 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 problems | Biophysics, 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 регрессии | Биофизика, том 59, вып. 3, c. 446–457 | 2014 |
| 5. | Кадырова Н. О., Павлова Л. В. | Эффективная методика обработки многоразмерных данных большого объема | НТВ СПбГПУ, 6(162), с. 118-124 | 2012 |
| 6. | Кадырова Н.О., Павлова Л.В. | Сравнение показателей эффективности SVM-алгоритмов для задач классификации и восстановления регрессии | Научно-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 estimation | University 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 model | SERDICA 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 study | Statistics, 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 animals | Radiobiology,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 Mev | Radiobiology, 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 methods | Problems 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 oncology | Problems 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 | ||||
| N | Авторы | Название | Издание | Год |
| 1. | Pavlova, L.V., Yakovlev, A.Y., Kadyrova, N.O. | Modeling the Development of Multiple Tumorigenesis Based on a Statistic Model of Carcinogenesis | издательство СПбГТУ | 1998 |