R package imputeTestbench to compare imputations methods for univariate time series

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Bokde, Neeraj; Kulat, Kishore; Beck, Marcus W; Asencio-Cortés, Gualberto;
  • Subject: Statistics - Methodology | Computer Science - Mathematical Software

This paper describes the R package imputeTestbench that provides a testbench for comparing imputation methods for missing data in univariate time series. The imputeTestbench package can be used to simulate the amount and type of missing data in a complete dataset and co... View more
  • References (25)
    25 references, page 1 of 3

    N. Bokde and M. W. Beck. imputeTestbench: Test Bench for Missing Data Imputing Models/Methods Comparison, 2016. URL https://cran.r-project.org/package=imputeTestbench. R package version 3.0.0. [p3, 13]

    P. J. Brockwell and R. A. Davis. Introduction to Time Series and Forecasting. Springer-Verlag New York, 1996. ISBN 978-1-4757-2526-1. [p11]

    S. Buuren and K. Groothuis-Oudshoorn. mice: Multivariate imputation by chained equations in r. Journal of statistical software, 45(3), 2011. [p1]

    D. Eddelbuettel and R. François. Rcpp: Seamless R and C++ integration. Journal of Statistical Software, 40(8):1-18, 2011. URL http://www.jstatsoft.org/v40/i08/. [p13]

    J. Honaker, G. King, M. Blackwell, et al. Amelia ii: A program for missing data. [p1]

    R. J. Hyndman. forecast: Forecasting functions for time series and linear models, 2016. URL http://github. com/robjhyndman/forecast. R package version 7.2. [p3]

    R. Jörnsten, M. Ouyang, and H.-Y. Wang. A meta-data based method for dna microarray imputation. BMC bioinformatics, 8(1):109, 2007. [p1]

    D. Li, J. Deogun, W. Spaulding, and B. Shuart. Towards missing data imputation: a study of fuzzy k-means clustering method. In Rough sets and current trends in computing, pages 573-579. Springer, 2004. [p1]

    H. Li, C. Zhao, F. Shao, G.-Z. Li, and X. Wang. A hybrid imputation approach for microarray missing value estimation. BMC genomics, 16(Suppl 9):S1, 2015. [p1]

    S. Moritz. imputeTS: Time Series Missing Value Imputation, 2015. URL https://CRAN.R-project.org/ package=imputeTS. R package version 0.4. [p3]

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