Package: TSLSTMplus 1.0.6

TSLSTMplus: Long-Short Term Memory for Time-Series Forecasting, Enhanced

The LSTM (Long Short-Term Memory) model is a Recurrent Neural Network (RNN) based architecture that is widely used for time series forecasting. Customizable configurations for the model are allowed, improving the capabilities and usability of this model compared to other packages. This package is based on 'keras' and 'tensorflow' modules and the algorithm of Paul and Garai (2021) <doi:10.1007/s00500-021-06087-4>.

Authors:Jaime Pizarroso Gonzalo [aut, ctb, cre], Antonio Muñoz San Roque [aut]

TSLSTMplus_1.0.6.tar.gz
TSLSTMplus_1.0.6.zip(r-4.7-any)TSLSTMplus_1.0.6.zip(r-4.6-any)TSLSTMplus_1.0.6.zip(r-4.5-any)
TSLSTMplus_1.0.6.tgz(r-4.6-any)TSLSTMplus_1.0.6.tgz(r-4.5-any)
TSLSTMplus_1.0.6.tar.gz(r-4.7-any)TSLSTMplus_1.0.6.tar.gz(r-4.6-any)
TSLSTMplus_1.0.6.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
TSLSTMplus/json (API)

# Install 'TSLSTMplus' in R:

install.packages('TSLSTMplus', repos = c('https://jaipizgon.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/jaipizgon/tslstmplus/issues

On CRAN:

2.70 score 4 scripts 301 downloads 5 exports 34 dependencies

Last updated from:e8d6ff7882. Checks:9 OK. Indexed: yes.

Target	Result	Time
linux-devel	OK	135
source / vignettes	OK	173
linux-release	OK	143
macos-release	OK	182
macos-oldrel	OK	186
windows-devel	OK	83
windows-release	OK	74
windows-oldrel	OK	78
wasm-release	OK	106

Exports:lagmatrix LSTMModel minmax_scale ts.lstm ts.prepare.data

Dependencies:abind backports base64enc cli config generics glue here jsonlite keras lattice lifecycle magrittr Matrix png processx ps R6 rappdirs Rcpp RcppTOML reticulate rlang rprojroot rstudioapi tensorflow tfautograph tfruns tidyselect vctrs whisker withr yaml zeallot

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
Create lead/lags of a variable	lagmatrix
LSTMModel class	LSTMModel
Min-Max Scaling of a Matrix	minmax_scale
Predict using a Trained LSTM Model	predict.LSTMModel
Summary of a Trained LSTM Model	summary.LSTMModel
Long Short Term Memory (LSTM) Model for Time Series Forecasting	ts.lstm
Prepare data for Long Short Term Memory (LSTM) Model for Time Series Forecasting	ts.prepare.data