Other packages > Find by keyword >

datafsm  

Estimating Finite State Machine Models from Data
View on CRAN: Click here


Download and install datafsm package within the R console
Install from CRAN:
install.packages("datafsm")

Install from Github:
library("remotes")
install_github("cran/datafsm")

Install by package version:
library("remotes")
install_version("datafsm", "0.2.4")



Attach the package and use:
library("datafsm")
Maintained by
Jonathan M. Gilligan
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2015-09-08
Latest Update: 2021-05-29
Description:
Automatic generation of finite state machine models of dynamic decision-making that both have strong predictive power and are interpretable in human terms. We use an efficient model representation and a genetic algorithm-based estimation process to generate simple deterministic approximations that explain most of the structure of complex stochastic processes. We have applied the software to empirical data, and demonstrated it's ability to recover known data-generating processes by simulating data with agent-based models and correctly deriving the underlying decision models for multiple agent models and degrees of stochasticity.
How to cite:
Jonathan M. Gilligan (2015). datafsm: Estimating Finite State Machine Models from Data. R package version 0.2.4, https://cran.r-project.org/web/packages/datafsm. Accessed 29 Oct. 2026.
Previous versions and publish date:
(2026-07-09 07:30), 0.1.0 (2015-09-08 00:25), 0.2.0 (2017-06-17 16:40), 0.2.1 (2017-10-20 08:26), 0.2.2 (2018-08-09 00:40), 0.2.3 (2019-11-29 00:00)
Other packages that cited datafsm R package
View datafsm citation profile
Other R packages that datafsm depends, imports, suggests or enhances
Complete documentation for datafsm
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  
fastRG  
Sample Generalized Random Dot Product Graphs in Linear Time
Samples generalized random product graphs, a generalization of a broad class of network models. Giv ...
Download / Learn more Package Citations See dependency  
binovisualfields  
Depth-Dependent Binocular Visual Fields Simulation
Simulation and visualization depth-dependent integrated visual fields. Visual fields are measured mo ...
Download / Learn more Package Citations See dependency  
personalized2part  
Two-Part Estimation of Treatment Rules for Semi-Continuous Data
Implements the methodology of Huling, Smith, and Chen (2020) , w ...
Download / Learn more Package Citations See dependency  
GEVcdn  
GEV Conditional Density Estimation Network
Implements a flexible nonlinear modelling framework for nonstationary generalized extreme value anal ...
Download / Learn more Package Citations See dependency  

29,218

R Packages

247,686

Dependencies

77,281

Author Associations

29,219

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA