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作者:

Liu, Jian-Li (Liu, Jian-Li.) | Liu, Chun-Nian (Liu, Chun-Nian.)

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摘要:

In order to determine whether a given DNA sequence is a intergenic or a gene region, training features are extracted from DNA sequences based on linguistics method, and gene and intergenic regions of 22# chromosome are classified with the Support Vector Machine (SVM) technique. The prediction accuracy of classifiers can reach more than 85% without any information in biologic field. Correspondingly, although Binary Logistic Regression (BLR) technique can get also relatively high classification accuracy, the training time of SVM is greatly preferable to BLR's.

关键词:

Classification (of information) DNA sequences Genes Logistic regression Pattern recognition Regression analysis Support vector machines Support vector regression

作者机构:

  • [ 1 ] [Liu, Jian-Li]College of Computer Science and Technology, Beijing University of Technology, Beijing 100022, China
  • [ 2 ] [Liu, Chun-Nian]College of Computer Science and Technology, Beijing University of Technology, Beijing 100022, China

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来源 :

Journal of Beijing University of Technology

ISSN: 0254-0037

年份: 2008

期: 8

卷: 34

页码: 884-890

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