bdynsys: Bayesian Dynamical System Model

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The package bdynsys for panel/longitudinal data combines methods to model changes in up to four indicators over times as a function of the indicators themselves and up to three predictors using ordinary differential equations (ODEs) with polynomial terms that allow to model complex and nonlinear effects. A Bayesian model selection approach is implemented. The package provides also visualisation tools to plot phase portraits of the dynamic system, showing the complex co-evolution of two indicators over time with the possibility to highlight trajectories for specified entities (e.g. countries, individuals). Furthermore the visualisation tools allow for making predictions of the trajectories of specified entities with respect to the indicators.

Author
Shyam Ranganathan, Viktoria Spaiser, Richard P. Mann, David J.T. Sumpter
Date of publication
2014-12-08 07:01:51
Maintainer
Viktoria Spaiser <viktoria.sp@web.de>
License
GNU General Public License (>= 2)
Version
1.3

View on CRAN

Man pages

bayesfac
Bayesian Model Selection with Bayesian Factor Computation...
bayfacfig
Bayes Factors Plot
bdynsys
Bayesian Dynamic System Modeling
bestfitmod
Fitting of Dynamic System Models (Internal Function)
datap
Test Panel Data Set: Cultural Values, GDP and Democracy from...
dysymod
Modeling Dynamic Complex Systems with Ordinary Differential...
errorcorr
Controlling Error Correlations in Models with Panel Data
findindexM
Finding Indexes of Polynomial Modelterms (Internal Function)
phaseportdat
Phase Potrait with Data Trajectories for Specified Entities
phaseportmod
Phase Potrait with Modeled Trajectories for Specified...
plot_data
Plotting Data in Phase Plane with Data Trajectories for...
polyfitbayes
Bayesian Model Fitting with Polynomial Terms als Predictors...
polyfitreg
Least Square Regression with Polynomial Terms als Predictors...
preprocess_data
Data Processing for Bayesian Dynamic System Modeling...
selectterms
Deriving Best Models and their Polynomial Terms for Bayesian...

Files in this package

bdynsys
bdynsys/NAMESPACE
bdynsys/data
bdynsys/data/datap.RData
bdynsys/R
bdynsys/R/dysymod.R
bdynsys/R/bayfacfig.R
bdynsys/R/selectterms.R
bdynsys/R/polyfitreg.R
bdynsys/R/phaseportmod.R
bdynsys/R/bestfitmod.R
bdynsys/R/bdynsys.R
bdynsys/R/preprocess_data.R
bdynsys/R/errorcorr.R
bdynsys/R/bayesfac.R
bdynsys/R/polyfitbayes.R
bdynsys/R/findindexM.R
bdynsys/R/phaseportdat.R
bdynsys/R/plot_data.R
bdynsys/MD5
bdynsys/DESCRIPTION
bdynsys/man
bdynsys/man/selectterms.Rd
bdynsys/man/polyfitbayes.Rd
bdynsys/man/preprocess_data.Rd
bdynsys/man/bayesfac.Rd
bdynsys/man/phaseportdat.Rd
bdynsys/man/errorcorr.Rd
bdynsys/man/polyfitreg.Rd
bdynsys/man/plot_data.Rd
bdynsys/man/dysymod.Rd
bdynsys/man/bdynsys.Rd
bdynsys/man/bayfacfig.Rd
bdynsys/man/datap.Rd
bdynsys/man/phaseportmod.Rd
bdynsys/man/findindexM.Rd
bdynsys/man/bestfitmod.Rd