کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
10361791 870404 2005 11 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Analysis of errors of handwritten digits made by a multitude of classifiers
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر چشم انداز کامپیوتر و تشخیص الگو
پیش نمایش صفحه اول مقاله
Analysis of errors of handwritten digits made by a multitude of classifiers
چکیده انگلیسی
In this paper we describe an in-depth study on some data misclassified by a collection of classifiers produced by different authors. First of all, we divide the errors into three categories based on their quality and analyze their distributions according to category. Common errors made by three or more classifiers out of five have been identified and analyzed to deduce the reasons of misclassification. Finally, based on systematic analyses, two possible solutions to reduce errors and improve system reliability are proposed: (a) a verification module, and (b) combination of complementary multiple classifiers.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Pattern Recognition Letters - Volume 26, Issue 3, February 2005, Pages 369-379
نویسندگان
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