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datafsm

Estimating Finite State Machine Models from Data

v0.2.4 · May 29, 2021 · MIT + file LICENSE

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.

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Maintainer: ‘Jonathan M. Gilligan <jonathan.gilligan@vanderbilt.edu>’

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NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Jonathan M. Gilligan <jonathan.gilligan@vanderbilt.edu>’

Package CITATION file contains call(s) to old-style personList() or
as.personList().  Please use c() on person objects instead.
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use bibentry() instead.

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NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Jonathan M. Gilligan <jonathan.gilligan@vanderbilt.edu>’

Package CITATION file contains call(s) to old-style personList() or
as.personList().  Please use c() on person objects instead.
Package CITATION file contains call(s) to old-style citEntry().  Please
use bibentry() instead.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Jonathan M. Gilligan <jonathan.gilligan@vanderbilt.edu>’

Package CITATION file contains call(s) to old-style personList() or
as.personList().  Please use c() on person objects instead.
Package CITATION file contains call(s) to old-style citEntry().  Please
use bibentry() instead.

Dependency Network

Dependencies Reverse dependencies caret GA Rcpp datafsm

Version History

new 0.2.4 Mar 10, 2026
updated 0.2.4 ← 0.2.3 diff May 29, 2021
updated 0.2.3 ← 0.2.2 diff Nov 28, 2019
updated 0.2.2 ← 0.2.1 diff Aug 8, 2018
updated 0.2.1 ← 0.2.0 diff Oct 19, 2017
updated 0.2.0 ← 0.1.0 diff Jun 16, 2017
new 0.1.0 Sep 7, 2015