changepoint.geo

Development version of the changepoint.geo R package

https://github.com/grundy95/changepoint.geo

Science Score: 33.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • CITATION.cff file
  • codemeta.json file
  • .zenodo.json file
  • DOI references
    Found 1 DOI reference(s) in README
  • Academic publication links
    Links to: springer.com
  • Committers with academic emails
    1 of 2 committers (50.0%) from academic institutions
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (16.9%) to scientific vocabulary
Last synced: 10 months ago · JSON representation

Repository

Development version of the changepoint.geo R package

Basic Info
Statistics
  • Stars: 11
  • Watchers: 2
  • Forks: 0
  • Open Issues: 2
  • Releases: 0
Created almost 7 years ago · Last pushed over 5 years ago
Metadata Files
Readme Changelog

README.Rmd

---
output: github_document
---



```{r, include = FALSE}
knitr::opts_chunk$set(
  collapse = TRUE,
  comment = "#>",
  fig.path = "man/figures/README-",
  out.width = "100%"
)
```

# changepoint.geo 


[![CRAN status](https://www.r-pkg.org/badges/version/changepoint.geo )](https://CRAN.R-project.org/package=changepoint.geo )
[![CRAN RStudio mirror downloads](https://cranlogs.r-pkg.org/badges/grand-total/changepoint.geo?color=blue)](https://r-pkg.org/pkg/changepoint.geo)
[![R-CMD-check](https://github.com/grundy95/changepoint.geo/workflows/R-CMD-check/badge.svg)](https://github.com/grundy95/changepoint.geo/actions)
[![codecov](https://codecov.io/gh/grundy95/changepoint.geo/branch/master/graph/badge.svg?token=97a3PkoGw6)](https://codecov.io/gh/grundy95/changepoint.geo)


The goal of changepoint.geo is to implement the high-dimensional changepoint detection method GeomCP described in [Grundy et al. (2020)](https://link.springer.com/article/10.1007/s11222-020-09940-y). This method allows for the detection of changes in mean and variance in high-dimensional time series. The main function is `geomcp()`.

## Installation

You can install the released version of changepoint.geo from [CRAN](https://CRAN.R-project.org) with:

``` r
install.packages("changepoint.geo ")
```

And the development version from [GitHub](https://github.com/) with:

``` r
# install.packages("devtools")
devtools::install_github("grundy95/changepoint.geo")
```
## Example

This is a basic example which shows the main functionality of the package:

```{r example}
library(changepoint.geo )
set.seed(1)
X <- rbind(matrix(rnorm(100*50),ncol=50),matrix(rnorm(100*50,0,2),ncol=50))
ans <- geomcp(X)
summary(ans)
plot(ans)
```





GitHub Events

Total
Last Year

Committers

Last synced: over 3 years ago

All Time
  • Total Commits: 104
  • Total Committers: 2
  • Avg Commits per committer: 52.0
  • Development Distribution Score (DDS): 0.038
Top Committers
Name Email Commits
grundy95 t****1@l****k 100
grundy95 4****5@u****m 4
Committer Domains (Top 20 + Academic)

Packages

  • Total packages: 1
  • Total downloads:
    • cran 252 last-month
  • Total docker downloads: 41,971
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 3
  • Total maintainers: 1
cran.r-project.org: changepoint.geo

Geometrically Inspired Multivariate Changepoint Detection

  • Versions: 3
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 252 Last month
  • Docker Downloads: 41,971
Rankings
Stargazers count: 17.9%
Forks count: 28.8%
Dependent packages count: 29.8%
Average: 33.9%
Dependent repos count: 35.5%
Downloads: 57.6%
Maintainers (1)
Last synced: 10 months ago

Dependencies

DESCRIPTION cran
  • R >= 3.6 depends
  • changepoint * depends
  • changepoint.np * depends
  • ggplot2 * depends
  • methods * depends
  • Rdpack * imports
  • MASS * suggests
  • testthat * suggests