Package: demodelr 1.1.0

demodelr: Simulating Differential Equations with Data

Designed to support the visualization, numerical computation, qualitative analysis, model-data fusion, and stochastic simulation for autonomous systems of differential equations. Euler and Runge-Kutta methods are implemented, along with tools to visualize the two-dimensional phaseplane. Likelihood surfaces and a simple Markov Chain Monte Carlo parameter estimator can be used for model-data fusion of differential equations and empirical models. The Euler-Maruyama method is provided for simulation of stochastic differential equations. The package was originally written for internal use to support teaching by Zobitz, and refined to support the text "Exploring modeling with data and differential equations using R" by John Zobitz (2021) <https://jmzobitz.github.io/ModelingWithR/index.html>.

Authors:John Zobitz [aut, cre]

demodelr_1.1.0.tar.gz
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demodelr.pdf |demodelr.html
demodelr/json (API)
NEWS

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

Peer review:

Bug tracker:https://github.com/jmzobitz/demodelr/issues

Datasets:
  • global_temperature - Measured average global temperature anomaly by year
  • parks - Visitor and resource usage to a national park
  • phosphorous - Measured phosphorous of Daphnia and algae
  • precipitation - Measured precipitation from a rainfall event
  • snowfall - Measured snowfall from a blizzard in April 2018
  • wilson - Measured Weight of a dog over time
  • yeast - Measured Sacchromyces data (yeast) from Gause 1932 "Experimental studies on the struggle for coexistence"

On CRAN:

8 exports 4 stars 1.10 score 60 dependencies 10 scripts 205 downloads

Last updated 7 months agofrom:73ca8b50ef. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKSep 02 2024
R-4.5-winOKSep 02 2024
R-4.5-linuxOKSep 02 2024
R-4.4-winOKSep 02 2024
R-4.4-macOKSep 02 2024
R-4.3-winOKSep 02 2024
R-4.3-macOKSep 02 2024

Exports:compute_likelihoodeigenvalueseulereuler_stochasticmcmc_analyzemcmc_estimatephaseplanerk4

Dependencies:backportsbitbit64broombroom.helperscardsclicliprcolorspacecpp11crayondplyrfansifarverforcatsformula.toolsgenericsGGallyggplot2ggstatsgluegtablehavenhmsisobandlabelinglabelledlatticelifecyclemagrittrMASSMatrixmgcvmunsellnlmeoperator.toolspatchworkpillarpkgconfigplyrprettyunitsprogresspurrrR6RColorBrewerRcppreadrrlangscalesstringistringrtibbletidyrtidyselecttzdbutf8vctrsviridisLitevroomwithr