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Empirical Dynamic Modeling ('EDM')

1packages depend
11.1Kdownloads / year
–test coverage
12/13flavors OK

Overview

About

An implementation of 'EDM' algorithms based on research software developed at the Sugihara Lab ('UCSD/SIO'). Primary methods include 'Simplex' projection from Sugihara & May (1990) doi:10.1038/344734a0, Sequential locally-weighted global linear maps 'S-map': Sugihara (1994) doi:10.1098/rsta.1994.0106, Convergent cross mapping described in Sugihara et al. (2012) doi:10.1126/science.1227079, and, 'Multiview embedding' from Ye & Sugihara (2016) doi:10.1126/science.aag0863.

Changes in 2.0.2
  • Version 2.0.2 is a bugfix relase. Parameter E is required as in previous releases. Embed() returns a data.frame with named columns as in previous releases. Neighbor ties in Simplex are resolved.

From NEWS.md in the release

Install

Health

CRAN checks
1ERROR12OK
Check messages
ERRORre-building of vignette outputsr-oldrel-macos-arm64
Error(s) in re-building vignettes:
--- re-building ‘rEDM-tutorial.Rmd’ using rmarkdown
2026-10-23 20:06:42.222 R[47825:70859] XType: Using static font registry.

 *** caught segfault ***
address 0x110, cause 'invalid permissions'

 *** caught segfault ***
address 0x110, cause 'invalid permissions'

 *** caught segfault ***
address 0x110, cause 'invalid permissions'

 *** caught segfault ***
address 0x110, cause 'invalid permissions'

Traceback:
 1: RowCumsum(valid)
 2: FindNeighbors(embedding, lib_i, pred_i, knn, exclusionRadius = exclusionRadius,     validLib = validLib, libOverlap = idx$libOverlap, backend = backend,     tieBreak = FALSE, verbose = verbose)
 3: SMap(dataFrame, columns, target, lib, pred, E = E, Tp = Tp, knn = knn,     tau = tau, theta = th, exclusionRadius = exclusionRadius,     embedded = embedded, validLib = validLib, noTime = noTime,     ignoreNan = ignoreNan, backend = backend)

Traceback:
 4:  1: ComputeError(predictions$Observations, predictions$Predictions)Row
...[truncated]...
",         file, conditionMessage(e)))})
58: tools::buildVignettes(dir = "/Volumes/Builds/packages/big-sur-arm64/results/4.5/rEDM.Rcheck/vign_test/rEDM",     skip = TRUE, ser_elibs = "/Volumes/Temp/tmp/Rtmpxhxkq3/file857135e6bed4.rds")
An irrecoverable exception occurred. R is aborting now ...

Quitting from rEDM-tutorial.Rmd:466-469 [smap_thrips]
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
<error/rlang_error>
Error in `data.frame()`:
! arguments imply differing number of rows: 15, 0
---
Backtrace:
    ▆
 1. └─rEDM::PredictNonlinear(...)
 2.   └─base::data.frame(Theta = theta, rho = rho)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~

Error: processing vignette 'rEDM-tutorial.Rmd' failed with diagnostics:
arguments imply differing number of rows: 15, 0
--- failed re-building ‘rEDM-tutorial.Rmd’

SUMMARY: processing the following file failed:
  ‘rEDM-tutorial.Rmd’

Error: Vignette re-building failed.
Execution halted

CRAN check page ↗

Slowest check: 4.1 min · r-devel-linux-x86_64-debian-gcc
Status changes
  • ERROR12 OK, 1 ERRORNow
  • ERROR7 OK, 5 NOTE, 1 ERROR2026-08-01
  • NOTE1 OK, 13 NOTE2026-04-22
  • ERROR1 OK, 12 NOTE, 1 ERROR2026-04-18
  • NOTE1 OK, 13 NOTE2026-03-10
Advisories

none known

Documentation

In release 2.0.2
READMEYes · 529 wordsVignettesYes · 1 · dynamicNEWSYes · 33% structured · mentions 2.0.2Citation fileNoWebsitenot declared in DESCRIPTION
Help pages
26 (3 internal)includes a package overview page
Examples that run
100%9 run in a plain check
Exported functions with examples
69%
Documented parameters
100%
Return-value docs
100%
Help pages citing references
27%

Downloads

11.1K
CRAN downloads in the past year
Rank #3,857 · ~31/day · ~929/mo
Daily download trend is not available in this view yet.
87630 days
2.4K90 days
11.1K1 year
Compare downloads with other packages →
Also on421 r2u6 autocran

Dependencies

Declared dependencies
5 external dependencies (excludes base and recommended)

Installing rEDM adds 1 package (1 with compiled code, 59 KB of source tarballs). Heaviest: RANN 59 KB.

Depends (0)
none
Imports (5)
statsutilsgraphicsparallelRANN
LinkingTo (0)
none
Enhances (0)
none
Reverse dependencies
1direct
0indirect
Imports 1
Depends, Imports or LinkingTo, most downloaded first

Datasets

People & History

People (4)
Author, Maintainer since 1.3.8 (2020) · added in 1.2.2
Author, ccp · added in 0.5.3
Copyright holder · added in 1.3.8

Previously maintained by George Sugihara (1.2.3) and Joseph Park (1.2.2).

Listed in earlier versions (15)
Show 8 of 15 peopleHide 8 people
no longer listed · 0.4.4 to 1.2.3
no longer listed · 0.4.4 to 1.15.4
no longer listed · 0.5.3 to 0.7.2
no longer listed · 0.6.5 to 1.2.3
Jane Cowles
no longer listed · 0.6.5 to 1.2.3
Yair Daon
no longer listed · 0.6.5 to 1.2.3
Steve Munch
no longer listed · 0.6.5 to 1.2.3
James Stagge
no longer listed · 0.6.5 to 1.2.3
Releases (46)

Pick two releases to compare their code metrics.

  • 2.0.2Latest
    record
    2026-08-30 · current release · diff ↗
  • 2.0.1
    record
    2026-07-31 · diff ↗ ·
    removed 1 export
    MakeBlock
    added 3 exports
    PredictExclusionRadius, PlotObsPred, PlotSmap
  • R
    R 4.6.0 released · 2026-04-24
  • R
    R 4.5.0 released · 2025-04-11
  • R
    R 4.4.0 released · 2024-04-24
  • 1.15.4
    record
    2024-04-06 · diff ↗
  • 1.15.3
    record
    2024-01-10 · diff ↗
  • 1.15.1
    record
    2023-11-10 · diff ↗
  • 1.15.0
    record
    2023-10-23 · diff ↗ ·
    removed 8 exports
    ccm, block_lnlp, s_map, simplex, multiview, make_block, compute_stats, make_surrogate_data
  • 1.14.3
    record
    2023-07-07 · diff ↗
  • R
    R 4.3.0 released · 2023-04-21
  • 1.14.0
    record
    2023-01-09 · diff ↗
  • 1.13.1
    record
    2022-08-06 · diff ↗
  • 1.13.0
    record
    2022-06-22 · diff ↗
  • 1.12.2
    record
    2022-06-01 · diff ↗
  • 1.12.0
    record
    2022-05-15 · diff ↗
Show 46 earlier eventsHide 46 earlier events
  • R
    R 4.2.0 released · 2022-04-22
  • 1.11.0
    record
    2022-04-15 · diff ↗
  • 1.10.3
    record
    2022-03-31 · diff ↗
  • 1.10.2
    record
    2022-02-13 · diff ↗
  • 1.10.1
    record
    2022-01-22 · diff ↗
  • 1.10.0
    record
    2021-12-19 · diff ↗ ·
    removed 4 exports
    ccm_means, tde_gp, block_gp, test_nonlinearity
  • 1.9.3
    record
    2021-10-16 · diff ↗
  • 1.9.2
    record
    2021-09-16 · diff ↗
  • 1.9.1
    record
    2021-08-08 · diff ↗
  • 1.9.0
    record
    2021-06-22 · diff ↗
  • R
    R 4.1.0 released · 2021-05-18
  • 1.8.2
    record
    2021-05-03 · diff ↗
  • 1.8.1
    record
    2021-03-22 · diff ↗
  • 1.8.0
    record
    2021-02-27 · diff ↗
  • 1.7.5
    record
    2021-01-25 · diff ↗
  • 1.7.4
    record
    2021-01-11 · diff ↗
  • 1.7.3
    record
    2021-01-04 · diff ↗
  • 1.7.1
    record
    2020-12-04 · diff ↗
  • 1.7.0
    record
    2020-11-14 · diff ↗
  • 1.6.1
    record
    2020-10-20 · diff ↗
  • 1.5.0
    record
    2020-07-06 · diff ↗
  • 1.3.8.5
    record
    2020-06-23 · diff ↗
  • 1.3.8.2
    record
    2020-06-16 · diff ↗
  • unarchivedReturned to CRAN
    2020-06-08
  • 1.3.8
    record
    2020-06-08 · diff ↗ ·
    removed 4 exports
    make_surrogate_shuffle, make_surrogate_ebisuzaki, make_surrogate_seasonal, make_surrogate_twin
    added 11 exports
    Simplex, SMap, CCM, Multiview, Embed, MakeBlock, ComputeError, EmbedDimension, PredictInterval, PredictNonlinear, SurrogateData
  • R
    R 4.0.0 released · 2020-04-24
  • archivedRemoved from CRAN
    2020-04-12
    check problems were not corrected despite reminders
  • 1.2.3
    record
    2020-03-06 · diff ↗ ·
    removed 11 exports
    Simplex, SMap, CCM, Multiview, Embed, MakeBlock, ComputeError, EmbedDimension, PredictInterval, PredictNonlinear, SurrogateData
    added 16 exports
    block_gp, block_lnlp, ccm, ccm_means, compute_stats, make_block, make_surrogate_data, make_surrogate_shuffle, make_surrogate_ebisuzaki, make_surrogate_seasonal, make_surrogate_twin, multiview, s_map, simplex, tde_gp, test_nonlinearity
  • unarchivedReturned to CRAN
    2020-03-02
  • 1.2.2
    record
    2020-03-02 · diff ↗ ·
    removed 16 exports
    block_gp, block_lnlp, ccm, ccm_means, compute_stats, make_block, make_surrogate_data, make_surrogate_shuffle, make_surrogate_ebisuzaki, make_surrogate_seasonal, make_surrogate_twin, multiview, s_map, simplex, tde_gp, test_nonlinearity
    added 11 exports
    Simplex, SMap, CCM, Multiview, Embed, MakeBlock, ComputeError, EmbedDimension, PredictInterval, PredictNonlinear, SurrogateData
  • archivedRemoved from CRAN
    2020-01-16
    check issues were not corrected in time 'Additional issues', also Solaris
  • 0.7.3
    record
    2019-11-25 · diff ↗ ·
    added 5 exports
    make_block, make_surrogate_shuffle, make_surrogate_ebisuzaki, make_surrogate_seasonal, make_surrogate_twin
  • R
    R 3.6.0 released · 2019-04-26
  • 0.7.2
    record
    2018-12-10 · diff ↗ ·
    removed 5 exports
    make_block, make_surrogate_shuffle, make_surrogate_ebisuzaki, make_surrogate_seasonal, make_surrogate_twin
  • 0.7.1
    record
    2018-06-20 · diff ↗ ·
    added 5 exports
    make_block, make_surrogate_shuffle, make_surrogate_ebisuzaki, make_surrogate_seasonal, make_surrogate_twin
  • R
    R 3.5.0 released · 2018-04-23
  • 0.6.9
    record
    2017-12-05 · diff ↗
  • 0.6.5
    record
    2017-11-07 · diff ↗ ·
    added 2 exports
    block_gp, tde_gp
  • R
    R 3.4.0 released · 2017-04-21
  • 0.5.4
    record
    2016-11-16 · diff ↗
  • 0.5.3
    record
    2016-10-22 · diff ↗ ·
    removed 1 export
    pattern:^[[:alpha:]]+
    added 9 exports
    block_lnlp, ccm, ccm_means, compute_stats, make_surrogate_data, multiview, s_map, simplex, test_nonlinearity
  • R
    R 3.3.0 released · 2016-05-03
  • 0.4.7
    record
    2016-03-10 · diff ↗
  • 0.4.5
    record
    2016-03-07 · diff ↗
  • 0.4.4
    record
    2016-03-05
  • R
    R 3.2.0 released · 2015-04-16

Package metadata

First published
2016-03-05
Total releases
46 / 10 yrs
License
BSD_2_clause + file LICENSE OSI
Bundled data
60 KB / 9 files
Download size
914 KB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("rEDM")
Park, J., The Regents of the University of California, Deyle, E., & Sugihara, G. (2026). rEDM: Empirical Dynamic Modeling ('EDM') (Version 2.0.2) [Computer software]. https://doi.org/10.32614/CRAN.package.rEDM

This package has no citation file, so citation() returns this entry built from DESCRIPTION.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

APA

Balamuta, J. J. (2026). R Observatory: Metrics for rEDM version 2.0.2 [Data set]. HJJB, LLC. Data release v2026-10-23. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-23, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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