کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
536601 870574 2009 6 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A novel modular neural network for imbalanced classification problems
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر چشم انداز کامپیوتر و تشخیص الگو
پیش نمایش صفحه اول مقاله
A novel modular neural network for imbalanced classification problems
چکیده انگلیسی

In this paper, a novel modular neural network is proposed to solve multi-class problems with imbalanced training sets. The proposed model can transform an imbalanced classification problem into a set of symmetrical two-class problems, each of which is solved by single neural network with a simple structure. The results of all neural networks are then combined by averaging or GA method to form a final classification decision. The experimental results show that the proposed method reduces the time consumption for training and improves the classification performance.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Pattern Recognition Letters - Volume 30, Issue 9, 1 July 2009, Pages 783–788
نویسندگان
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