R Observatory: Metrics for TSdeeplearning version 1.0.1

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

TSdeeplearning

1.0.1Package record

Deep Learning Model for Time Series Forecasting

1packages depend

2.8Kdownloads / year

–test coverage

11/13flavors OK

Overview

About

Maintained by Ronit JaiswalCRAN page ↗

Provides deep learning models for time series forecasting using Recurrent Neural Networks (RNN), Long Short-Term Memory (LSTM), and Gated Recurrent Unit (GRU). These models capture temporal dependencies and address vanishing gradient issues in sequential data. The package enables efficient forecasting for univariate time series. For methodological details see Jaiswal and co-authors (2022). doi:10.1007/s00521-021-06621-3.

Install

R (CRAN)Ubuntu (r2u)

install.packages("TSdeeplearning", repos = "https://cloud.r-project.org/")

Installs the current CRAN release. Prebuilt binaries on Windows and macOS.

Release

# enable cranapt (r2u) if it is not already set up, then install
grep -rqs r2u.stat.illinois.edu /etc/apt/sources.list /etc/apt/sources.list.d/ \
  || curl -fsSL https://raw.githubusercontent.com/eddelbuettel/r2u/master/inst/scripts/add_cranapt_noble.sh | sudo bash
sudo apt install -y r-cran-tsdeeplearning

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled. We list this channel from recorded r2u download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

bspm (used by r2u) also needs make: sudo apt install make

Health

CRAN checks

2NOTE11OK

Check messages

NOTEdependencies in R coder-devel-linux-x86_64-fedora-clang, r-devel-linux-x86_64-fedora-gcc

Namespaces in Imports field not imported from:
  ‘reticulate’ ‘tensorflow’
All declared Imports should be used.

CRAN check page ↗

Slowest check: 2.8 min · r-oldrel-windows-x86_64

Status changes

NOTE11 OK, 2 NOTE2026-06-09
ERROR10 OK, 2 NOTE, 1 ERROR2026-06-08
NOTE6 OK, 2 NOTE2026-04-14

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 1.0.1

READMENoVignettesNoNEWSNoCitation fileNoWebsitenot declared in DESCRIPTION

Help pages: 4
Examples that run: 0%4 never run
Exported functions with examples: 100%
Documented parameters: 100%
Return-value docs: 100%
Help pages citing references: 100%

How these are measured

Downloads

2.8K

CRAN downloads in the past year

Rank #8,135 · ~8/day · ~230/mo

Releases R versions

Daily download trend is not available in this view yet.

41230 days

1.1K90 days

2.8K1 year

Compare downloads with other packages →

Also on80 r2u50 c2d4u

How downloads are counted

Dependencies

Declared dependencies

6 external dependencies (excludes base and recommended)

Installing TSdeeplearning adds 65 packages (36 with compiled code, 42 MB of source tarballs). Heaviest: ggplot2 6.0 MB, keras 3.4 MB, smooth 3.4 MB. 1 more not on CRAN is not measured.

Depends (1)

R >= 2.10

Imports (8)

tensorflow keras reticulate tsutils BiocGenericsutilsgraphicsmagrittr

LinkingTo (0)

none

Suggests (0)

none

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

1direct

0indirect

Imports 1

Depends, Imports or LinkingTo, most downloaded first

EEMDlstm

How these are counted

Code & Tests

Datasets

People & History

People (4)

Ronit Jaiswal

Author, Maintainer since 0.1.0 (2022)

Kapil Choudhary

Author, Contributor

Girish Kumar Jha

Author, Thesis advisor, Contributor

Rajeev Ranjan Kumar

Author, Contributor

Releases (2)

Pick two releases to compare their code metrics.

R
R 4.6.0 released · 2026-04-24
unarchivedReturned to CRAN
2026-04-13
1.0.1Latest
record
2026-04-13 · current release · diff ↗
archivedRemoved from CRAN
2025-11-23
issues were not corrected in time
R
R 4.5.0 released · 2025-04-11
R
R 4.4.0 released · 2024-04-24
R
R 4.3.0 released · 2023-04-21
0.1.0
record
2022-09-09
R
R 4.2.0 released · 2022-04-22

Package metadata

First published: 2022-09-09
Total releases: 2 / 4 yrs
License: GPL-3 OSI
Minimum R: ≥ 2.10
Bundled data: 1.3 KB / 1 file
Download size: 7.1 KB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("TSdeeplearning")

Format

Jaiswal, R., Choudhary, K., Jha, G. K., & Kumar, R. R. (2026). TSdeeplearning: Deep Learning Model for Time Series Forecasting (Version 1.0.1) [Computer software]. https://doi.org/10.32614/CRAN.package.TSdeeplearning

This package has no citation file, so citation() returns this entry built from DESCRIPTION.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

Format

APA

Balamuta, J. J. (2026). R Observatory: Metrics for TSdeeplearning version 1.0.1 [Data set]. HJJB, LLC. Data release v2026-10-18. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-18, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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