Militký J, Meloun M
Department of Textile Materials, Technical University, CS-461 17 Liberec, Czech Republic.
Talanta. 1993 Feb;40(2):279-85. doi: 10.1016/0039-9140(93)80334-n.
Estimation of nonlinear regression quality leads to examination of quality of parameter estimates, a degree of fit, a prediction ability of model proposed and quality of experimental data. Statistical analysis serves for computation of confidence intervals of parameters and confidence bands, the bias of parameters and bias of residuals. Goodness-of-fit test examines classical residuals using various diagnostics and identifies influential points. Mentioned topics of nonlinear model building and testing contained in MINOPT program from CHEMSTAT package are illustrated.
非线性回归质量的评估涉及对参数估计质量、拟合程度、所提出模型的预测能力以及实验数据质量的检验。统计分析用于计算参数的置信区间和置信带、参数偏差以及残差偏差。拟合优度检验使用各种诊断方法检查经典残差并识别有影响的点。文中阐述了CHEMSTAT软件包中MINOPT程序所包含的非线性模型构建和检验的相关主题。