PHYSICS · Multi-part · Fermi University Physics · Mathematical Methods for Physics · Probability, statistics and stochastic methods · Probability, statistics and stochastic methods
Error, Chance and the Machine, Ch Estimators and the information in data
Problem
Radon-222 decays with mean lifetime τ=3.8days. A planned experiment will run for long enough that every decay time is recorded without any truncation, and will collect N=200 independent decay times.
((a)) State the Fisher information per decay for the exponential lifetime, I(τ)=1/τ2, and evaluate it numerically.
((b)) Compute the total Fisher information IN(τ)=NI(τ) for the planned experiment.
((c)) Before any data are taken, state the smallest possible standard deviation of an unbiased estimator of τ from this experiment, using the Cramér-Rao bound.