Package: nnfor 0.9.8

nnfor: Time Series Forecasting with Neural Networks

Automatic time series modelling with neural networks. Allows fully automatic, semi-manual or fully manual specification of networks. For details of the specification methodology see: (i) Crone and Kourentzes (2010) <doi:10.1016/j.neucom.2010.01.017>; and (ii) Kourentzes et al. (2014) <doi:10.1016/j.eswa.2013.12.011>.

Authors:Nikolaos Kourentzes [aut, cre]

nnfor_0.9.8.tar.gz
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nnfor.pdf |nnfor.html✨
nnfor/json (API)
NEWS

# Install 'nnfor' in R:

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

Bug tracker:https://github.com/trnnick/nnfor/issues

On CRAN:

6 exports 31 stars 3.41 score 70 dependencies 9 dependents 1 mentions 90 scripts 1.4k downloads

Last updated 10 months agofrom:5865987ec1. Checks:OK: 3 NOTE: 4. Indexed: yes.

Target	Result	Date
Doc / Vignettes	OK	Sep 07 2024
R-4.5-win	NOTE	Sep 07 2024
R-4.5-linux	NOTE	Sep 07 2024
R-4.4-win	NOTE	Sep 07 2024
R-4.4-mac	NOTE	Sep 07 2024
R-4.3-win	OK	Sep 07 2024
R-4.3-mac	OK	Sep 07 2024

Exports:elm elm.fast elm.thief linscale mlp mlp.thief

Dependencies:askpass cli codetools colorspace curl Deriv fansi farver foreach forecast fracdiff generics ggplot2 glmnet glue greybox gtable httr isoband iterators jsonlite labeling lattice lifecycle lmtest magrittr MAPA MASS Matrix mgcv mime munsell neuralnet nlme nloptr nnet openssl pillar pkgconfig plotrix pracma quadprog quantmod R6 RColorBrewer Rcpp RcppArmadillo RcppEigen rlang scales shape smooth statmod survival sys texreg tibble timeDate tseries tsutils TTR urca uroot utf8 vctrs viridisLite withr xtable xts zoo

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
Extreme learning machines for time series forecasting	elm
ELM (fast) neural network.	elm.fast
ELM network for THieF.	elm.thief
Forecast using ELM neural network.	forecast.elm
Forecast using MLP neural network.	forecast.mlp
Apply minmax linear scaling to a vector.	linscale
Multilayer Perceptron for time series forecasting	mlp
MLP network for THieF.	mlp.thief
nnfor:Time Series Forecasting with Neural Networks	nnfor
Plot ELM network.	plot.elm
Plot MLP network.	plot.mlp
Predictions for ELM (fast) network.	predict.elm.fast