Local Influence in Constrained General Linear Models

Hadi Emami ； Mostafa Emami

《Journal of Data Science》 12卷4期 (2014/10) Pp. 717-726

https://doi.org/10.6339/JDS.201410_12(4).0007

並列摘要

Constrained general linear models (CGLMs) have wide applications in practice. Similar to other data analysis, the identification of influential observations that may be potential outliers is an important step beyond in CGLMs. We develop local influence approach for detecting influential observations in CGLMs. The procedure makes use of the normal curvature and the direction achieving the maximum curvature to assess the local influences of minor perturbation of CGLMs. An illustrative example with a real data set is also reported.

並列關鍵字

Constrained general linear models ； Local influence ； Perturbation scheme ； Cook's distance