Dorota M. Dabrowska

Education

  • PhD, Statistics, University of California, Berkeley, CA
  • MA, Mathematics, Warsaw University, Warsaw, Poland

Related Tags

Areas of Interest

My research interests are in the areas of survival analysis and counting processes. I am particularly interested in non- and semi-parametric models and their applications to analyzes of multi-state models and clustered failure time data. Models of this kind arise in medical follow-up studies, as well as many other areas such as demography, epidemiology, econometrics and engineering. 

Selected Courses

  • Biostat 115: Topics in Estimation 
  • Biostat 202 B: Topics in Estimation 
  • Biostat 245: Advanced Seminar in Biostatistics 
  • Biostat 255: Topics in Probability and Biostatistics 
  • Biostat 270: Stochastic Processes 
  • Biostat 275: Advanced Survival Analysis 
  • Biostat 402B: Biostatistical Consulting 

Selected Publications

  • Dabrowska, D. M. (1988). Kaplan--Meier estimate on the plane. Ann. Statist.  16  1475-1489. 
  • Dabrowska, D. M. (1989). Uniform consistency of the kernel conditional Kaplan-Meier estimate.  Ann. Statist.  17 1157-1167. 
  • Dabrowska, D. M., Sun, G. W. and Horowitz, M. M. (1994). Cox regression in a Markov renewal model: an application to analysis of bone marrow transplant data.  J. Amer. Statist. Assoc.  89  867--877. 
  • Dabrowska, D. M. and Lee, W. (1996). Nonparametric estimation of transitions probabilities in a two--stage duration model.  J. Nonparametric Statist.  7  75--103. 
  • Dabrowska, D. M. (1997). Smoothed Cox regression.  Ann. Statist.  27  1510-1540. 
  • Dabrowska, D. M. (1998). Multivariate Survival Analysis. In Encyclopedia of Biostatistics  (P. Armitage and T. Colton, Eds.), Wiley, London. Republication in Second Edition (2005). 
  • Dabrowska, D. M., Elashoff, R. M., Ho, W. and Morton, D. L. (1998). Identifying predictive factors in melanoma progression. Oncology Reports  5  569-575. 
  • Dabrowska, D. M., Duffy, D. and Zhang, Z. (1998). Hazard and density estimation from bivariate censored data.  J. Nonparametric Statist.  10  67-93. 
  • Dabrowska, D. M. and Ho, W. (2000). Confidence bands for comparison of transition probabilities in a Markov chain model.  Lifetime Data Analysis   5  5-22. 
  • Gjertson, D. W., Dabrowska, D. M., Cui, X. and Cecka, M. (2002). Four causes of cadaveric kidney transplant failure: a competing risk analysis.   Amer. J. Transplantation,  2  84-93. 
  • Dabrowska, D. M. (2006). Estimation in a class of semiparametric transformation models.  Second Erich Lehmann Symposium - Optimality. (Rojo, J., Ed.). Institute of Mathematical Statistics, Lecture Notes - Monograph Series  49,  166-216.  
  • Dabrowska, D. M. (2007). Information bounds and efficient estimation in a class of censored transformation models.  Acta Applicandae Mathematicae 96,  177-201. 
  • Dabrowska, D. M. (2009). Estimation in a semi-parametric two-stage renewal regression model.  Statistica Sinica   19,  981-996.  
  • Dabrowska, D.M. (2012). Estimation in a semi-Markov transformation model. The International Journal of Biostatistics,  8, Article 15,  1-60. 
  • Dabrowska, D.M. (2015). Multivariate Survival Analysis. Wiley Stats-Ref Statistics Reference Online.