کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
478022 1446227 2006 12 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Partially adaptive robust estimation of regression models and applications
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر علوم کامپیوتر (عمومی)
پیش نمایش صفحه اول مقاله
Partially adaptive robust estimation of regression models and applications
چکیده انگلیسی

This paper provides an accessible exposition of recently developed partially adaptive estimation methods and their application. These methods are robust to thick-tailed or asymmetric error distributions and should be of interest to researchers and practitioners in data mining, agent learning, and mathematical modeling in a wide range of disciplines. In particular, partially adaptive estimation methods can serve as robust alternatives to ordinary regression analysis, as well as machine learning methods developed by the artificial intelligence and computing communities.Results from analysis of three problem domains demonstrate application of the theory.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: European Journal of Operational Research - Volume 170, Issue 1, 1 April 2006, Pages 132–143
نویسندگان
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