Package: decompML
Type: Package
Title: Decomposition Based Machine Learning Model
Version: 0.1.1
Authors@R: 
  c(person(given = "Girish Kumar",
         family = "Jha",
         role = c("aut", "ctb")),
  person(given = "Kapil",
         family = "Choudhary",
         role =  c("aut", "cre"),
         email = "kapiliasri@gmail.com"),
  person(given = "Rajender",
         family = "Parsad",
         role =  "ctb"),
  person(given = "Ronit",
         family = "Jaiswal",
         role = "ctb"),
  person(given = "Rajeev Ranjan",
         family = "Kumar",
         role =  "ctb"),
  person(given = "P",
         family = "Venkatesh",
         role =  "ctb"),
  person(given = "Dwijesh Chandra",
         family = "Mishra",
         role =  "ctb"))
Maintainer: Kapil Choudhary <kapiliasri@gmail.com>
Description: The hybrid model is a highly effective forecasting
        approach that integrates decomposition techniques with machine
        learning to enhance time series prediction accuracy. Each
        decomposition technique breaks down a time series into multiple
        intrinsic mode functions (IMFs), which are then individually
        modeled and forecasted using machine learning algorithms. The
        final forecast is obtained by aggregating the predictions of
        all IMFs, producing an ensemble output for the time series. The
        performance of the developed models is evaluated using
        international monthly maize price data, assessed through
        metrics such as root mean squared error (RMSE), mean absolute
        percentage error (MAPE), and mean absolute error (MAE). For
        method details see Choudhary, K. et al. (2023).
        <https://ssca.org.in/media/14_SA44052022_R3_SA_21032023_Girish_Jha_FINAL_Finally.pdf>.
License: GPL-3
Encoding: UTF-8
LazyData: true
RoxygenNote: 7.3.2
Imports: forecast, nnfor, Rlibeemd, VMDecomp
Depends: R (>= 3.5)
NeedsCompilation: no
Packaged: 2026-06-23 10:07:38 UTC; root
Author: Girish Kumar Jha [aut, ctb], Kapil Choudhary [aut, cre],
        Rajender Parsad [ctb], Ronit Jaiswal [ctb], Rajeev Ranjan Kumar
        [ctb], P Venkatesh [ctb], Dwijesh Chandra Mishra [ctb]
Config/pak/sysreqs: cmake libgsl0-dev texlive libssl-dev
Repository: https://kapiliasri.r-universe.dev
Date/Publication: 2025-02-18 09:40:02 UTC
RemoteUrl: https://github.com/cran/decompML
RemoteRef: HEAD
RemoteSha: 74239fbafcb653e77410c870d1b88a3516b4bcf9