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作者:

Dong, Xiaoying (Dong, Xiaoying.) | Sun, Guangmin (Sun, Guangmin.) (学者:孙光民) | Xu, Guandong (Xu, Guandong.)

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摘要:

DNA microarrays can be used to measure the expression levels of thousands of genes simultaneously and so it is usually an effective tool of cancer research. A discrete wavelet transform(DWT) based feature extraction method for tissue classification was introduced, by which microarray expression data are transformed into time-scale domain and used as input of a tissue classifier. Finally, some test and comparison experiments for the feature extraction method have been made by using the weighted voting classification scheme [1]. Experiment results show that the correct rate is at least 90% in tumor vs. normal classification by using the feature extraction method.

关键词:

Algorithms Data reduction Feature extraction Genes Genetic engineering Real time systems Tissue Tumors Wavelet transforms

作者机构:

  • [ 1 ] [Dong, Xiaoying]Department of Electronic Engineering, Beijing University of Technology, Beijing, 100022, China
  • [ 2 ] [Sun, Guangmin]Department of Electronic Engineering, Beijing University of Technology, Beijing, 100022, China
  • [ 3 ] [Xu, Guandong]Department of Etiology, Peking Union Medical College, Beijing, 100021, China

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年份: 2004

页码: 37-42

语种: 英文

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WoS核心集被引频次: 0

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