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Bellman Prize in Mathematical Biosciences | 1978

Estimation for branching processes with varying and random environments

David P. Harrington; Thomas R. Fleming

Abstract We consider statistical estimation problems for discrete and continuous time Markov branching processes with both varying and random environments. Estimators are proposed for parametric functions of parameters by using martingale transforms in discrete time and stochastic integrals with respect to martingales in continuous time. In discrete time, we study estimators for time averages of reproduction probabilities and reproduction means; time averages of instantaneous birth rates are examined in continuous time. Asymptotic properties are studied for all the estimators proposed. For deterministically varying environments, asymptotic unbiasedness and consistency are proven, and asymptotic distributions are computed for increasing initial population sizes X 0 . When the environments are random, the estimators are shown to converge almost surelyto the true means of the environmental parameters as the time interval of observation becomes large and X 0 remains fixed.


Archive | 2005

Counting Processes and Survival Analysis: Fleming/Counting

Thomas R. Fleming; David P. Harrington


Archive | 2011

A Martingale Central Limit Theorem

Thomas R. Fleming; David P. Harrington


Archive | 2011

Censored Data Regression Models and Their Application

Thomas R. Fleming; David P. Harrington


Archive | 2011

Appendix A: Some Results from Stieltjes Integration and Probability Theory

Thomas R. Fleming; David P. Harrington


Archive | 2011

Appendix B: An Introduction to Weak Convergence

Thomas R. Fleming; David P. Harrington


Archive | 2011

The Applied Setting

Thomas R. Fleming; David P. Harrington


Archive | 2011

Local Square Integrable Martingales

Thomas R. Fleming; David P. Harrington


Archive | 2011

Large Sample Results for the Kaplan‐Meier Estimator

Thomas R. Fleming; David P. Harrington


Archive | 2011

Appendix C: The Martingale Central Limit Theorem: Some Preliminaries

Thomas R. Fleming; David P. Harrington

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