Package: deFit 0.3.0
Yueqin Hu
deFit: Fitting Differential Equations to Time Series Data
Use numerical optimization to fit ordinary differential equations (ODEs) to time series data to examine the dynamic relationships between variables or the characteristics of a dynamical system. It can now be used to estimate the parameters of ODEs up to second order, and can also apply to multilevel systems. See <https://github.com/yueqinhu/defit> for details.
Authors:
deFit_0.3.0.tar.gz
deFit_0.3.0.tar.gz(r-4.5-noble)deFit_0.3.0.tar.gz(r-4.4-noble)
deFit_0.3.0.tgz(r-4.4-emscripten)deFit_0.3.0.tgz(r-4.3-emscripten)
deFit.pdf |deFit.html✨
deFit/json (API)
| # Install 'deFit' in R: |
| install.packages('deFit', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated 4 months agofrom:f2594abcde. Checks:2 OK. Indexed: yes.
| Target | Result | Latest binary |
|---|---|---|
| Doc / Vignettes | OK | Feb 16 2025 |
| R-4.5-linux | OK | Feb 16 2025 |
Exports:calcDerivativesdefitScale_withinSolver_MultiBiFirst_funcSolver_MultiUniSecond_func
Dependencies:clicolorspacedeSolvefansifarverggplot2gluegtableisobandlabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellnlmepillarpkgconfigR6RColorBrewerrlangscalestibbleutf8vctrsviridisLitewithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Calculating the Derivatives | calcDerivatives |
| Fitting Differential Equations to Time Series Data | defit |
| Univariate second-order differential equation | example1 |
| Bivariate first-order differential equation | example2 |
| University of Michigan consumer sentiment index | example3 |
| Bivariate first-order differential equation | example4 |
| Calculate R-squared RMSE SE and so on. | Info_func |
| Initialize model Judgement variables and so on. | Init_func |
| Draw the diagram of differential equation | Plot_func |
| Center the data according to model | Scale_within |
| Solver of bivariate first-order differential equation | Solver_BiFirst_func |
| Solver of Multilevel bivariate first-order differential equation | Solver_MultiBiFirst_func |
| Solver of Multilevel univariate second-order differential equation | Solver_MultiUniSecond_func |
| Solver of univariate second-order differential equation | Solver_UniSecond_func |