Package: NPCirc 3.2.1

Maria Alonso-Pena

NPCirc: Nonparametric Circular Methods

Nonparametric smoothing methods for density and regression estimation and inference with circular data. The package provides kernel density estimation along with inferential tools such as circular SiZer for feature significance, mode estimation, and modal clustering. It includes multiple methods for selecting the smoothing parameter, allowing users to optimize the trade-off between bias and variance. Various plotting functions help visualize estimated densities, modes, clusters, and significance features. For regression, the package implements nonparametric estimation of the mean regression function as well as other conditional characteristics, including modal regression and generalized regression. Bandwidth selection is also supported in the regression context, and testing procedures are available to assess structural features or effects in circular regression models.

Authors:Maria Alonso-Pena [aut, cre], Maria Oliveira [aut], Jose Ameijeiras-Alonso [aut], Rosa M. Crujeiras [aut], Irene Gijbels [aut], Alberto Rodriguez-Casal [aut], Felicita Scapini [dtc]

NPCirc_3.2.1.tar.gz
NPCirc_3.2.1.tar.gz(r-4.7-arm64)NPCirc_3.2.1.tar.gz(r-4.7-x86_64)NPCirc_3.2.1.tar.gz(r-4.6-arm64)NPCirc_3.2.1.tar.gz(r-4.6-x86_64)
NPCirc_3.2.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html
card.svg |card.png
NPCirc/json (API)

# Install 'NPCirc' in R:
install.packages('NPCirc', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org'))
Uses libs:
  • openblas– Optimized BLAS
  • c++– GNU Standard C++ Library v3
  • openmp– GCC OpenMP (GOMP) support library
Datasets:

On CRAN:

Conda:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

openblascppopenmp

2.53 score 1 packages 56 scripts 317 downloads 1 mentions 112 exports 42 dependencies

Last updated from:717eade90e. Checks:6 OK. Indexed: no.

TargetResultTimeFilesSyslog
linux-devel-arm64OK184
linux-devel-x86_64OK187
source / vignettesOK309
linux-release-arm64OK176
linux-release-x86_64OK168
wasm-releaseOK162

Exports:amiseframisefr2amsephiancova.circ.circancova.circ.linancova.lin.circaux_cross_validationaux_CRSCaux_refinedbw.AAbw.bootbw.circ.local.likbw.CVbw.dpibw.joint.dpcircbw.modalreg.circ.circbw.modalreg.circ.linbw.modalreg.lin.circbw.pibw.reg.circ.circbw.reg.circ.linbw.reg.lin.circbw.rtbw.stecheck_lwdcheck_pchcirc.local.likcirc.meanshiftcirc.modescircsizer.densitycircsizer.mapcircsizer.regressioncosmomentscross_validationCRSCd_fundcircmixdcirculardrddvonmisesDensCircRaddmixdvonmisesdpreg.circdvonmisesd0dvonmisesd1dvonmisesd2dvonmisesd3dvonmisesd4dvonmisesd5dvonmisesd6dvonmisesd8dwsnest_biasest_varianceestimation_gammagammabwint.SimpintmixddvonmisesintP1intP2kern.den.circkern.dpreg.circkern.reg.circ.circkern.reg.circ.linkern.reg.lin.circkernCLlines.regression.circularloc_loglikloglik_cvmatrixK_blockMISECCMISECLmle.mixvmmodal.clusteringmodalreg.circ.circmodalreg.circ.linmodalreg.lin.circmode_estimationmy_fun_DoublePoismy_fun_loglik_cv_nuNNNN.circnoeffect.circ.circnoeffect.circ.linnoeffect.lin.circOmega_aParam_DPplot.regression.circularpois_p1print.circsizerprint.regression.circularR_CV_grid_modereg_CircCircR_CV_grid_modereg_LinCircR_CV_modereg_CircCircR_CV_modereg_CircLin2R_CV_modereg_LinCircR_cv_re_modereg_CircCircR_cv_re_modereg_LinCircR_EM_vMN_selectR_EM_vMvM_selectR_modereg_CircCircR_modereg_CircLinR_modereg_LinCircR_myfun_DPoisGR_myfun_DPoisMR_re_CV_modereg_CircLin2rcircmixrefined_ruleRegCircCircRegCircLinRegLinCircrwsnsegments.circular

Dependencies:base64encBolstad2bootbslibcachemcircularcliclueclusterdigestevaluatefastmapfontawesomefshighrhtmltoolshtmlwidgetsjquerylibjsonliteknitrlifecyclemagrittrmemoisemimemisc3dmovMFmvtnormplotrixR6rappdirsRcppRcppArmadillorglrlangrmarkdownsassshapeskmeansslamtinytexxfunyaml

Readme and manuals

Help Manual

Help pageTopics
Nonparametric circular methods.NPCirc-package NPCirc
Nonparametric analysis of covariance tests for circular regressionancova.circ.circ ancova.circ.lin ancova.lin.circ
Direct and solve-the-equation plug-in rulebw.AA
Bootstrap methodbw.boot
Smoothing parameter selection for circular local likelihood regressionbw.circ.local.lik
Cross-validation for density estimationbw.CV
Smoothing parameter selection for circular double Poisson regressionbw.joint.dpcirc
Smoothing parameter selection for circular multimdodal regressionbw.modalreg.circ.circ bw.modalreg.circ.lin bw.modalreg.lin.circ
Plug-in rulebw.pi
Cross-validation rule for circular regression estimationbw.reg.circ.circ bw.reg.circ.lin bw.reg.lin.circ
Rule of thumbbw.rt
Local likelihood estimation for regression with circular covariatecirc.local.lik
Estimation of the modal setcirc.modes
CircSiZer map for densitycircsizer.density print.circsizer
CircSiZer mapcircsizer.map
CircSiZer map for regressioncircsizer.regression
Cross-beds azimuths (I)cross.beds1
Cross-beds (II)cross.beds2
Cycle changescycle.changes
Mixtures of circular distributionsdcircmix rcircmix
Joint parametric estimation of mean and dispersion functions in circular double Poisson modelsdpreg.circ
Orientations of dragonfliesdragonfly
Wrapped skew-Normal density functiondwsn rwsn
Flywheel measurementsflywheels
Human motor resonance dataHumanMotorResonance
Porphyroblast inclusion trails datasetinclusion.trails
Kernel density derivative estimate for circular datakern.den.circ
Joint kernel estimation of mean and dispersion functions in circular double Poisson modelskern.dpreg.circ
Nonparametric regression estimation for circular datakern.reg.circ.circ kern.reg.circ.lin kern.reg.lin.circ print.regression.circular
Add a plot for circular regressionlines.regression.circular
Unsupervised clustering for circular or axial datamodal.clustering
Circular multimodal regression estimationmodalreg.circ.circ modalreg.circ.lin modalreg.lin.circ
No-effect test for regression with circular datanoeffect.circ.circ noeffect.circ.lin noeffect.lin.circ
Orientations of dragonfliesperiwinkles
Plot circular regressionplot.regression.circular
Pm10 particles in Pontevedra, Spainpm10
Behavioral plasticity of Talitrus saltator and Talorchestia britosandhoppers
Wind speed and wind direction dataspeed.wind speed.wind2
Neuronal spikes in a macaque monkeyspikes
Temperature and wind direction datatemp.wind
Wind direction datawind
Zebrafishzebrafish