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Data Mining Approach for Classifying Gene Expression Data of Cancer.

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Местонахождение: АлматыСостояние экземпляра: новый
Бумажная
версия
Автор: Vibhav Prakash Singh
ISBN: 9783659391446
Год издания: 2013
Формат книги: 60×90/16 (145×215 мм)
Количество страниц: 80
Издательство: LAP LAMBERT Academic Publishing
Цена: 23919 тг
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Код товара: 121506
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      Аннотация: Microarray data has been widely applied to cancer classification, where the purpose is to classify and predict the category of a sample by its gene expression profile. DNA microarray is a gene chip which consists of expression levels for a huge number of genes on a relatively small number of samples. Out of this huge number of genes, only a small number are contributing to accurate cancer classification. So the challenging task is to identify a small subset of informative genes which have maximum amount of information about class and it also minimizes the classification errors. Recently, data mining has become a a great tool for the process of extracting the hidden and useful information from huge noisy data sets.
Ключевые слова: classification, ensemble, correlation, artificial neural network, DNA MICROARRAY, Backpropagation Algorithm, Feature Selection.
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