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Boosting with stumps for predicting transcription start sites.


ABSTRACT: Promoter prediction is a difficult but important problem in gene finding, and it is critical for elucidating the regulation of gene expression. We introduce a new promoter prediction program, CoreBoost, which applies a boosting technique with stumps to select important small-scale as well as large-scale features. CoreBoost improves greatly on locating transcription start sites. We also demonstrate that by further utilizing some tissue-specific information, better accuracy can be achieved.

SUBMITTER: Zhao X 

PROVIDER: S-EPMC1852414 | biostudies-literature | 2007

REPOSITORIES: biostudies-literature

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Boosting with stumps for predicting transcription start sites.

Zhao Xiaoyue X   Xuan Zhenyu Z   Zhang Michael Q MQ  

Genome biology 20070101 2


Promoter prediction is a difficult but important problem in gene finding, and it is critical for elucidating the regulation of gene expression. We introduce a new promoter prediction program, CoreBoost, which applies a boosting technique with stumps to select important small-scale as well as large-scale features. CoreBoost improves greatly on locating transcription start sites. We also demonstrate that by further utilizing some tissue-specific information, better accuracy can be achieved. ...[more]

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