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R Package imputeTestbench to Compare Imputation Methods for Univariate Time Series

机译:R包停泊时间,以比较单变量时间序列的推荐方法

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摘要

This paper describes the R package imputeTestbench that provides a testbenchfor comparing imputation methods for missing data in univariate time series.The imputeTestbench package can be used to simulate the amount and type ofmissing data in a complete dataset and compare filled data using differentimputation methods. The user has the option to simulate missing data byremoving observations completely at random or in blocks of different sizes.Several default imputation methods are included with the package, includinghistorical means, linear interpolation, and last observation carried forward.The testbench is not limited to the default functions and users can add orremove additional methods using a simple two-step process. The testbenchcompares the actual missing and imputed data for each method with differenterror metrics, including RMSE, MAE, and MAPE. Alternative error metrics canalso be supplied by the user. The simplicity of use and significant reductionin time to compare imputation methods for missing data in univariate timeseries is a significant advantage of the package. This paper provides anoverview of the core functions, including a demonstration with examples.
机译:本文介绍了R包的虚拟机,提供了测试禁止的比较方法,用于比较单变量时间序列中的缺失数据的丢失方法。空间封装包可用于模拟完整数据集中的数据的数量和类型,并使用FulityIfputation方法进行比较填充数据。用户可以选择在随机或不同大小的块中完全模拟缺失数据进行缺失的数据。默认撤销方法包含在包装中,包括前进的母线装置,线性插值和最后的观察。试验台不限于默认功能和用户可以使用简单的两步过程添加OrRemove其他方法。 TestBenchcompectes为每个具有不同识别度量的方法的实际丢失和占据数据,包括RMSE,MAE和MAPE。替代错误指标CANALSO由用户提供。使用的简单性和显着的减少时间来比较单变量时间段中缺失数据的丢失方法是包装的重要优势。本文提供了核心职能的AOVEVIVIVE,包括示例的示范。

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