کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
415991 681266 2010 13 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Robust model selection with flexible trimming
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر نظریه محاسباتی و ریاضیات
پیش نمایش صفحه اول مقاله
Robust model selection with flexible trimming
چکیده انگلیسی

The forward search provides data-driven flexible trimming of a CpCp statistic for the choice of regression models that reveals the effect of outliers on model selection. An informed robust model choice follows. Even in small samples, the statistic has a null distribution indistinguishable from an FF distribution. Limits on acceptable values of the CpCp statistic follow. Two examples of widely differing size are discussed. A powerful graphical tool is the generalized candlestick plot, which summarizes the information on all forward searches and on the choice of models. A comparison is made with the use of MM-estimation in robust model choice.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Computational Statistics & Data Analysis - Volume 54, Issue 12, 1 December 2010, Pages 3300–3312
نویسندگان
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