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Author:

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

Indexed by:

EI Scopus

Abstract:

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.

Keyword:

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

Author Community:

  • [ 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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Source :

Year: 2004

Page: 37-42

Language: English

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 13

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