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NNS: Nonlinear Nonparametric Statistics

NNS (Nonlinear Nonparametric Statistics) leverages partial moments – the fundamental elements of variance that asymptotically approximate the area under f(x) – to provide a robust foundation for nonlinear analysis while maintaining linear equivalences. NNS delivers a comprehensive suite of advanced statistical techniques, including: Numerical integration, Numerical differentiation, Clustering, Correlation, Dependence, Causal analysis, ANOVA, Regression, Classification, Seasonality, Autoregressive modeling, Normalization, Stochastic dominance and Advanced Monte Carlo sampling. All routines based on: Viole, F. and Nawrocki, D. (2013), Nonlinear Nonparametric Statistics: Using Partial Moments (ISBN: 1490523995).

Version:11.6.3
Depends:R (≥ 3.6.0)
Imports:data.table,doParallel,foreach,quantmod,Rcpp,RcppParallel,Rfast,rgl,xts,zoo
LinkingTo:Rcpp,RcppParallel
Suggests:knitr,rmarkdown,testthat (≥ 3.0.0)
Published:2025-11-28
DOI:10.32614/CRAN.package.NNS
Author:Fred Viole [aut, cre], Roberto Spadim [ctb]
Maintainer:Fred Viole <ovvo.financial.systems at gmail.com>
BugReports:https://github.com/OVVO-Financial/NNS/issues
License:GPL-3
NeedsCompilation:yes
SystemRequirements:GNU make
Materials:README
In views:Econometrics
CRAN checks:NNS results

Documentation:

Reference manual:NNS.html ,NNS.pdf
Vignettes:Getting Started with NNS: Classification (source,R code)
Getting Started with NNS: Clustering and Regression (source,R code)
Getting Started with NNS: Comparing Distributions (source,R code)
Getting Started with NNS: Correlation and Dependence (source,R code)
Getting Started with NNS: Forecasting (source,R code)
Getting Started with NNS: Overview (source,R code)
Getting Started with NNS: Partial Moments (source,R code)
Getting Started with NNS: Sampling and Simulation (source,R code)

Downloads:

Package source: NNS_11.6.3.tar.gz
Windows binaries: r-devel:NNS_11.6.3.zip, r-release:NNS_11.6.3.zip, r-oldrel:NNS_11.6.3.zip
macOS binaries: r-release (arm64):NNS_11.6.3.tgz, r-oldrel (arm64):NNS_11.6.3.tgz, r-release (x86_64):NNS_11.6.3.tgz, r-oldrel (x86_64):NNS_11.6.3.tgz
Old sources: NNS archive

Reverse dependencies:

Reverse imports:practicalSigni,RandomWalker
Reverse suggests:influential

Linking:

Please use the canonical formhttps://CRAN.R-project.org/package=NNSto link to this page.


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