کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
496610 862866 2011 12 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
MicroCBR: A case-based reasoning architecture for the classification of microarray data
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر نرم افزارهای علوم کامپیوتر
پیش نمایش صفحه اول مقاله
MicroCBR: A case-based reasoning architecture for the classification of microarray data
چکیده انگلیسی

Microarray technology provides a great amount of data requiring analysis, and the use of new intelligent algorithms that identify the relevant information for the classification process has become essential. This study presents a classification tool called MicroCBR that uses the case-based reasoning paradigm and incorporates a novel filtering technique based on statistical methods, a new clustering technique that uses ESOINN (Enhanced Self-Organizing Incremental Neuronal Network), and a knowledge extraction technique based on the J48 algorithm. MicroCBR has been applied to classify 91 CLL patients and the results obtained are shown in this paper.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Applied Soft Computing - Volume 11, Issue 8, December 2011, Pages 4496–4507
نویسندگان
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