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文章基本信息

  • 标题:Genomic Signal Processing: The Salient Issues
  • 本地全文:下载
  • 作者:Edward R. Dougherty ; Ilya Shmulevich ; Michael L. Bittner
  • 期刊名称:EURASIP Journal on Advances in Signal Processing
  • 印刷版ISSN:1687-6172
  • 电子版ISSN:1687-6180
  • 出版年度:2004
  • 卷号:2004
  • 期号:2
  • 页码:146-153
  • DOI:10.1155/S1110865704310097
  • 出版社:Hindawi Publishing Corporation
  • 摘要:

    This paper considers key issues in the emerging field of genomic signal processing and its relationship to functional genomics. It focuses on some of the biological mechanisms driving the development of genomic signal processing, in addition to their manifestation in gene-expression-based classification and genetic network modeling. Certain problems are inherent. For instance, small-sample error estimation, variable selection, and model complexity are important issues for both phenotype classification and expression prediction used in network inference. A long-term goal is to develop intervention strategies to drive network behavior, which is briefly discussed. It is hoped that this nontechnical paper demonstrates that the field of signal processing has the potential to impact and help drive genomics research.

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