Rlgt

Bayesian Exponential Smoothing Models with Trend Modifications

CRAN Package

An implementation of a number of Global Trend models for time series forecasting that are Bayesian generalizations and extensions of some Exponential Smoothing models. The main differences/additions include 1) nonlinear global trend, 2) Student-t error distribution, and 3) a function for the error size, so heteroscedasticity. The methods are particularly useful for short time series. When tested on the well-known M3 dataset, they are able to outperform all classical time series algorithms. The models are fitted with MCMC using the 'rstan' package.

  • Version0.2-2
  • R versionunknown
  • LicenseGPL-3
  • Needs compilation?Yes
  • Last release07/16/2024

Documentation


Team


Insights

Last 30 days

This package has been downloaded 301 times in the last 30 days. Enough downloads to make a small wave in the niche community. The curiosity is spreading! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 6 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
0 downloadsFeb 9, 2025
9 downloadsFeb 10, 2025
13 downloadsFeb 11, 2025
19 downloadsFeb 12, 2025
13 downloadsFeb 13, 2025
9 downloadsFeb 14, 2025
3 downloadsFeb 15, 2025
7 downloadsFeb 16, 2025
6 downloadsFeb 17, 2025
11 downloadsFeb 18, 2025
12 downloadsFeb 19, 2025
39 downloadsFeb 20, 2025
10 downloadsFeb 21, 2025
11 downloadsFeb 22, 2025
16 downloadsFeb 23, 2025
10 downloadsFeb 24, 2025
8 downloadsFeb 25, 2025
18 downloadsFeb 26, 2025
5 downloadsFeb 27, 2025
7 downloadsFeb 28, 2025
4 downloadsMar 1, 2025
14 downloadsMar 2, 2025
3 downloadsMar 3, 2025
6 downloadsMar 4, 2025
15 downloadsMar 5, 2025
10 downloadsMar 6, 2025
9 downloadsMar 7, 2025
3 downloadsMar 8, 2025
1 downloadsMar 9, 2025
4 downloadsMar 10, 2025
6 downloadsMar 11, 2025
0 downloadsMar 12, 2025
0 downloadsMar 13, 2025
0 downloadsMar 14, 2025
0 downloadsMar 15, 2025
1
39

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 3,751 times in the last 365 days. That's enough downloads to impress a room full of undergrads. A commendable achievement indeed. The day with the most downloads was Jul 17, 2024 with 64 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


Binaries


Dependencies

  • Depends4 packages
  • Imports2 packages
  • Suggests4 packages
  • Linking To6 packages