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Bias–Variance Tradeoffs in Recombination Rate Estimation

机译:重组率估计中的偏差-方差折衷

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In 2013, we and coauthors published a paper characterizing rates of recombination within the 2.1-megabase garnet-scalloped ( g-sd ) region of the Drosophila melanogaster X chromosome. To extract the signal of recombination in our high-throughput sequence data, we adopted a nonparametric smoothing procedure, reducing variance at the cost of biasing individual recombination rates. In doing so, we sacrificed accuracy to gain precision—precision that allowed us to detect recombination rate heterogeneity. Negotiating the bias–variance tradeoff enabled us to resolve significant variation in the frequency of crossing over across the garnet-scalloped region.
机译:2013年,我们和合著者发表了一篇论文,描述了果蝇X染色体2.1兆碱基的石榴石扇贝形(g-sd)区域内的重组率。为了在我们的高通量序列数据中提取重组信号,我们采用了非参数平滑程序,以降低单个重组率为代价降低了方差。在这样做时,我们牺牲了准确性来获得精度,而这种精度使我们能够检测重组率异质性。通过对偏差-方差的权衡进行谈判,我们得以解决了整个石榴石扇贝状区域交叉频率的重大变化。

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