通过EM算法直接计算信息矩阵

Direct Calculation of the Information Matrix via the EM Algorithm

Journal of the Royal Statistical Society. Series B: Statistical Methodology · 1999
被引 140
ABS 4

中文导读

给出了一个简单显式公式,用EM算法中的准则函数导数计算观测数据对数似然的二阶导数矩阵,对统计推断和标准误估计有用。

Abstract

Summary A simple explicit formula is provided for the matrix of second derivatives of the observed data log-likelihood in terms of derivatives of the criterion function (conditional expectation of the complete data log-likelihood given the observed data) invoked by the EM algorithm.

统计学最大似然估计EM算法信息矩阵