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BaSAR-A tool in R for frequency detection

机译:R中的BaSAR-A工具,用于频率检测

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摘要

Many biological processes are periodic, for example cell cycle expression, circadian rhythms and calcium oscillations. However, measured time series from these processes are commonly short and noisy, and finding frequencies in such data can be challenging. Here we present BaSAR, Bayesian Spectrum Analysis in R, a package for extracting frequency information from time series data. The software uses advanced techniques of Bayesian inference that are well suited for handling typical biological data. The core functions are designed for detecting a single key frequency, without the need for data pre-processing such as detrending. The package is freely available at CRAN - The Comprehensive R Archive Network: http://cran.r-project.org/web/packages/BaSAR.
机译:许多生物学过程是周期性的,例如细胞周期表达,昼夜节律和钙振荡。但是,从这些过程中测得的时间序列通常较短且嘈杂,因此在此类数据中查找频率可能具有挑战性。在这里,我们介绍BaSAR,R中的贝叶斯频谱分析,该软件包用于从时间序列数据中提取频率信息。该软件使用贝叶斯推理的高级技术,非常适合处理典型的生物学数据。核心功能旨在检测单个关键频率,而无需进行诸如去趋势之类的数据预处理。该软件包可在CRAN-综合R存档网络上免费获得:http://cran.r-project.org/web/packages/BaSAR。

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