Package: FuncNN 1.0

FuncNN: Functional Neural Networks

A collection of functions which fit functional neural network models. In other words, this package will allow users to build deep learning models that have either functional or scalar responses paired with functional and scalar covariates. We implement the theoretical discussion found in Thind, Multani and Cao (2020) <arxiv:2006.09590> through the help of a main fitting and prediction function as well as a number of helper functions to assist with cross-validation, tuning, and the display of estimated functional weights.

Authors:Richard Groenewald [ctb], Barinder Thind [aut, cre, cph], Jiguo Cao [aut], Sidi Wu [ctb]

FuncNN_1.0.tar.gz
FuncNN_1.0.zip(r-4.6)FuncNN_1.0.zip(r-4.5)
FuncNN_1.0.tgz(r-4.6-any)FuncNN_1.0.tgz(r-4.5-any)
FuncNN_1.0.tar.gz(r-4.7-any)FuncNN_1.0.tar.gz(r-4.6-any)
FuncNN_1.0.tgz(r-4.5-emscripten)
manual.pdf |manual.html
card.svg |card.png
FuncNN/json (API)

# Install 'FuncNN' in R:
install.packages('FuncNN', repos = c('https://b-thi.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/b-thi/funcnn/issues

Datasets:
  • daily - Classic Canadian weather data set.
  • tecator - Classic Tecator data set.

On CRAN:

Conda:

3.30 score 4 stars 5 scripts 199 downloads 6 exports 160 dependencies

Last updated from:dd44b58680. Checks:2 NOTE, 1 OK, 6 FAIL. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64NOTE225
source / vignettesOK228
linux-release-x86_64NOTE223
macos-release-arm64FAIL113
macos-oldrel-arm64FAIL159
windows-develFAIL240
windows-releaseFAIL83
windows-oldrelFAIL92
wasm-releaseFAIL144

Exports:fnn.cvfnn.fitfnn.fncfnn.plotfnn.predictfnn.tune

Dependencies:abindashbackportsbase64encbitopsbootbroomcarcarDatacaretcaToolsclasscliclockclustercodetoolscolorspaceconfigcorrplotcowplotcpp11data.tableDerivdeSolvediagramdigestdoBydoParalleldplyre1071evaluatefarverfdafda.uscfdsfluxFNNforeachforecastFormulafracdifffuturefuture.applygenericsggplot2ggpubrggrepelggsciggsignifglobalsgluegowergridExtragtablehardhathdrcdeherehighripredisobanditeratorsjsonlitekeraskernlabKernSmoothknitrkskSampleslabelinglatticelavalifecyclelistenvlme4lmtestlocfitlubridatemagrittrMASSMatrixMatrixModelsmclustmgcvmicrobenchmarkminqaModelMetricsmodelrmulticoolmvtnormnlmenloptrnnetnumDerivparallellypbapplypbkrtestpcaPPpillarpkgconfigplyrpngpolynompracmapROCprocessxprodlimprogressrproxypspurrrquantregR6rainbowrappdirsrbibutilsRColorBrewerRcppRcppArmadilloRcppEigenRcppTOMLRCurlRdpackrecipesreformulasreshape2reticulaterlangrpartrprojrootrstatixrstudioapiS7scalesshapeSparseMsparsevctrsSQUAREMstringistringrSuppDistssurvivaltensorflowtfautographtfrunstibbletidyrtidyselecttimechangetimeDatetzdburcautf8vctrsviridisLitewhiskerwithrxfunyamlzeallotzoo