Kim Jeongtae, Seok Jiyeong
Department of Electronics Engineering ,EwhaWomans University, 11-1 Daehyun-Dong, Seodaemum-Gu, Seoul, South Korea.
Opt Express. 2013 Mar 11;21(5):6061-75. doi: 10.1364/OE.21.006061.
We analyze the statistical properties of the maximum likelihood estimator, least squares estimator, and Pearson's χ(2)-based and Neyman's χ(2)-based estimators for the estimation of decay constants and amplitudes for fluorescence lifetime imaging. Our analysis is based on the linearization of the gradient of the objective functions around true parameters. The analysis shows that only the maximum likelihood estimator based on the Poisson likelihood function yields unbiased and efficient estimation. All other estimators yield either biased or inefficient estimations. We validate our analysis by using simulations.
我们分析了用于荧光寿命成像中衰减常数和振幅估计的最大似然估计器、最小二乘估计器以及基于Pearson卡方和基于Neyman卡方的估计器的统计特性。我们的分析基于目标函数梯度在真实参数附近的线性化。分析表明,只有基于泊松似然函数的最大似然估计器能产生无偏且有效的估计。所有其他估计器要么产生有偏估计,要么产生低效估计。我们通过模拟验证了我们的分析。