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Combinatorial Approaches to Finding Subtle Signals in DNA Sequences

机译:组合方法以在DNA序列中找到细微信号

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Signal finding (pattern discovery in unaligned DNA sequences) is a fundamental problem in both computer science and molecular biology with important applications in locating regulatory sites and drug target identification. Despite many studies, this problem is far from being resolved: most signals in DNA sequences are so complicated that we don't yet have good models or reliable algorithms for their recognition. We complement existing statistical and machine learning approaches to this problem by a combinatorial approach that proved to be successful in identifying very subtle signals.
机译:信号发现(未对准DNA序列中的模式发现)是计算机科学和分子生物学中的一个基本问题,具有定位调节部位和药物靶标识的重要应用。尽管有很多研究,但这个问题远未得到解决:DNA序列中的大多数信号如此复杂,因为我们尚未拥有良好的模型或可靠的算法。我们通过组合方法补充了现有统计和机器学习方法,以便成功地识别非常微妙的信号。

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