MPTinR

Analyze Multinomial Processing Tree Models

v1.14.1 · Dec 7, 2023 · GPL (>= 2)

Description

Provides a user-friendly way for the analysis of multinomial processing tree (MPT) models (e.g., Riefer, D. M., and Batchelder, W. H. [1988]. Multinomial modeling and the measurement of cognitive processes. Psychological Review, 95, 318-339) for single and multiple datasets. The main functions perform model fitting and model selection. Model selection can be done using AIC, BIC, or the Fisher Information Approximation (FIA) a measure based on the Minimum Description Length (MDL) framework. The model and restrictions can be specified in external files or within an R script in an intuitive syntax or using the context-free language for MPTs. The 'classical' .EQN file format for model files is also supported. Besides MPTs, this package can fit a wide variety of other cognitive models such as SDT models (see fit.model). It also supports multicore fitting and FIA calculation (using the snowfall package), can generate or bootstrap data for simulations, and plot predicted versus observed data.

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CRAN Check Status

14 NOTE

Show all 14 flavors

Flavor	Status	Time
r-devel-linux-x86_64-debian-clang	NOTE	246s
r-devel-linux-x86_64-debian-gcc	NOTE	174.3s
r-devel-linux-x86_64-fedora-clang	NOTE	376.1s
r-devel-linux-x86_64-fedora-gcc	NOTE	436.9s
r-devel-macos-arm64	NOTE	62s
r-devel-windows-x86_64	NOTE	289s
r-oldrel-macos-arm64	NOTE
r-oldrel-macos-x86_64	NOTE	295s
r-oldrel-windows-x86_64	NOTE	357s
r-patched-linux-x86_64	NOTE	244.9s
r-release-linux-x86_64	NOTE	243.6s
r-release-macos-arm64	NOTE
r-release-macos-x86_64	NOTE	235s
r-release-windows-x86_64	NOTE	285s

Check details (18 non-OK)

NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Henrik Singmann <singmann@gmail.com>’

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-clang

Rd files

checkRd: (-1) get.mpt.fia.Rd:60: Lost braces
    60 | \item{lnconst}{When inequality constraints are present, \code{lnconst} serves as an adjustment of code{lnInt}. It estimates the logarithm of the proportion of parameter space [0,1]^S that satisfies those inequality constraints, and the log integral term is given by \code{lnInt+lnconst}.
       |                                                                                                       ^
checkRd: (-1) prediction.plot.Rd:38: Lost braces
    38 | The labels on the x-axis. Default is \code{Tree 1} to code{Tree n}.
       |                                                           ^

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

CRAN incoming feasibility

Maintainer: ‘Henrik Singmann <singmann@gmail.com>’

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

Rd files

checkRd: (-1) get.mpt.fia.Rd:60: Lost braces
    60 | \item{lnconst}{When inequality constraints are present, \code{lnconst} serves as an adjustment of code{lnInt}. It estimates the logarithm of the proportion of parameter space [0,1]^S that satisfies those inequality constraints, and the log integral term is given by \code{lnInt+lnconst}.
       |                                                                                                       ^
checkRd: (-1) prediction.plot.Rd:38: Lost braces
    38 | The labels on the x-axis. Default is \code{Tree 1} to code{Tree n}.
       |                                                           ^

NOTE r-devel-linux-x86_64-fedora-clang

Rd files

checkRd: (-1) get.mpt.fia.Rd:60: Lost braces
    60 | \item{lnconst}{When inequality constraints are present, \code{lnconst} serves as an adjustment of code{lnInt}. It estimates the logarithm of the proportion of parameter space [0,1]^S that satisfies those inequality constraints, and the log integral term is given by \code{lnInt+lnconst}.
       |                                                                                                       ^
checkRd: (-1) prediction.plot.Rd:38: Lost braces
    38 | The labels on the x-axis. Default is \code{Tree 1} to code{Tree n}.
       |                                                           ^

NOTE r-devel-linux-x86_64-fedora-gcc

Rd files

checkRd: (-1) get.mpt.fia.Rd:60: Lost braces
    60 | \item{lnconst}{When inequality constraints are present, \code{lnconst} serves as an adjustment of code{lnInt}. It estimates the logarithm of the proportion of parameter space [0,1]^S that satisfies those inequality constraints, and the log integral term is given by \code{lnInt+lnconst}.
       |                                                                                                       ^
checkRd: (-1) prediction.plot.Rd:38: Lost braces
    38 | The labels on the x-axis. Default is \code{Tree 1} to code{Tree n}.
       |                                                           ^

NOTE r-devel-macos-arm64

Rd files

checkRd: (-1) get.mpt.fia.Rd:60: Lost braces
    60 | \item{lnconst}{When inequality constraints are present, \code{lnconst} serves as an adjustment of code{lnInt}. It estimates the logarithm of the proportion of parameter space [0,1]^S that satisfies those inequality constraints, and the log integral term is given by \code{lnInt+lnconst}.
       |                                                                                                       ^
checkRd: (-1) prediction.plot.Rd:38: Lost braces
    38 | The labels on the x-axis. Default is \code{Tree 1} to code{Tree n}.
       |                                                           ^

NOTE r-devel-windows-x86_64

Rd files

checkRd: (-1) get.mpt.fia.Rd:60: Lost braces
    60 | \item{lnconst}{When inequality constraints are present, \code{lnconst} serves as an adjustment of code{lnInt}. It estimates the logarithm of the proportion of parameter space [0,1]^S that satisfies those inequality constraints, and the log integral term is given by \code{lnInt+lnconst}.
       |                                                                                                       ^
checkRd: (-1) prediction.plot.Rd:38: Lost braces
    38 | The labels on the x-axis. Default is \code{Tree 1} to code{Tree n}.
       |                                                           ^

NOTE r-oldrel-macos-arm64

Rd files

checkRd: (-1) get.mpt.fia.Rd:60: Lost braces
    60 | \item{lnconst}{When inequality constraints are present, \code{lnconst} serves as an adjustment of code{lnInt}. It estimates the logarithm of the proportion of parameter space [0,1]^S that satisfies those inequality constraints, and the log integral term is given by \code{lnInt+lnconst}.
       |                                                                                                       ^
checkRd: (-1) prediction.plot.Rd:38: Lost braces
    38 | The labels on the x-axis. Default is \code{Tree 1} to code{Tree n}.
       |                                                           ^

NOTE r-oldrel-macos-arm64

installed package size

  installed size is 13.3Mb
  sub-directories of 1Mb or more:
    libs  12.3Mb

NOTE r-oldrel-macos-x86_64

Rd files

checkRd: (-1) get.mpt.fia.Rd:60: Lost braces
    60 | \item{lnconst}{When inequality constraints are present, \code{lnconst} serves as an adjustment of code{lnInt}. It estimates the logarithm of the proportion of parameter space [0,1]^S that satisfies those inequality constraints, and the log integral term is given by \code{lnInt+lnconst}.
       |                                                                                                       ^
checkRd: (-1) prediction.plot.Rd:38: Lost braces
    38 | The labels on the x-axis. Default is \code{Tree 1} to code{Tree n}.
       |                                                           ^

NOTE r-oldrel-macos-x86_64

installed package size

  installed size is 13.4Mb
  sub-directories of 1Mb or more:
    libs  12.4Mb

NOTE r-oldrel-windows-x86_64

Rd files

checkRd: (-1) get.mpt.fia.Rd:60: Lost braces
    60 | \item{lnconst}{When inequality constraints are present, \code{lnconst} serves as an adjustment of code{lnInt}. It estimates the logarithm of the proportion of parameter space [0,1]^S that satisfies those inequality constraints, and the log integral term is given by \code{lnInt+lnconst}.
       |                                                                                                       ^
checkRd: (-1) prediction.plot.Rd:38: Lost braces
    38 | The labels on the x-axis. Default is \code{Tree 1} to code{Tree n}.
       |                                                           ^

NOTE r-patched-linux-x86_64

Rd files

checkRd: (-1) get.mpt.fia.Rd:60: Lost braces
    60 | \item{lnconst}{When inequality constraints are present, \code{lnconst} serves as an adjustment of code{lnInt}. It estimates the logarithm of the proportion of parameter space [0,1]^S that satisfies those inequality constraints, and the log integral term is given by \code{lnInt+lnconst}.
       |                                                                                                       ^
checkRd: (-1) prediction.plot.Rd:38: Lost braces
    38 | The labels on the x-axis. Default is \code{Tree 1} to code{Tree n}.
       |                                                           ^

NOTE r-release-linux-x86_64

Rd files

checkRd: (-1) get.mpt.fia.Rd:60: Lost braces
    60 | \item{lnconst}{When inequality constraints are present, \code{lnconst} serves as an adjustment of code{lnInt}. It estimates the logarithm of the proportion of parameter space [0,1]^S that satisfies those inequality constraints, and the log integral term is given by \code{lnInt+lnconst}.
       |                                                                                                       ^
checkRd: (-1) prediction.plot.Rd:38: Lost braces
    38 | The labels on the x-axis. Default is \code{Tree 1} to code{Tree n}.
       |                                                           ^

NOTE r-release-macos-arm64

Rd files

checkRd: (-1) get.mpt.fia.Rd:60: Lost braces
    60 | \item{lnconst}{When inequality constraints are present, \code{lnconst} serves as an adjustment of code{lnInt}. It estimates the logarithm of the proportion of parameter space [0,1]^S that satisfies those inequality constraints, and the log integral term is given by \code{lnInt+lnconst}.
       |                                                                                                       ^
checkRd: (-1) prediction.plot.Rd:38: Lost braces
    38 | The labels on the x-axis. Default is \code{Tree 1} to code{Tree n}.
       |                                                           ^

NOTE r-release-macos-x86_64

Rd files

checkRd: (-1) get.mpt.fia.Rd:60: Lost braces
    60 | \item{lnconst}{When inequality constraints are present, \code{lnconst} serves as an adjustment of code{lnInt}. It estimates the logarithm of the proportion of parameter space [0,1]^S that satisfies those inequality constraints, and the log integral term is given by \code{lnInt+lnconst}.
       |                                                                                                       ^
checkRd: (-1) prediction.plot.Rd:38: Lost braces
    38 | The labels on the x-axis. Default is \code{Tree 1} to code{Tree n}.
       |                                                           ^

NOTE r-release-windows-x86_64

Rd files

checkRd: (-1) get.mpt.fia.Rd:60: Lost braces
    60 | \item{lnconst}{When inequality constraints are present, \code{lnconst} serves as an adjustment of code{lnInt}. It estimates the logarithm of the proportion of parameter space [0,1]^S that satisfies those inequality constraints, and the log integral term is given by \code{lnInt+lnconst}.
       |                                                                                                       ^
checkRd: (-1) prediction.plot.Rd:38: Lost braces
    38 | The labels on the x-axis. Default is \code{Tree 1} to code{Tree n}.
       |                                                           ^

Check History

NOTE 0 OK · 14 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026

NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Henrik Singmann <singmann@gmail.com>’

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: ‘Henrik Singmann <singmann@gmail.com>’

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-fedora-clang

Rd files

checkRd: (-1) get.mpt.fia.Rd:60: Lost braces
    60 | \item{lnconst}{When inequality constraints are present, \code{lnconst} serves as an adjustment of code{lnInt}. It estimates the logarithm of the proportion of parameter space [0,1]^S that satisfies those inequality constraints, and the log integral term is given by \code{lnInt+lnconst}.
       |                                                                                                       ^
checkRd: (-1) prediction.plot.Rd:38: Lost bra

NOTE r-devel-linux-x86_64-fedora-gcc

Rd files

checkRd: (-1) get.mpt.fia.Rd:60: Lost braces
    60 | \item{lnconst}{When inequality constraints are present, \code{lnconst} serves as an adjustment of code{lnInt}. It estimates the logarithm of the proportion of parameter space [0,1]^S that satisfies those inequality constraints, and the log integral term is given by \code{lnInt+lnconst}.
       |                                                                                                       ^
checkRd: (-1) prediction.plot.Rd:38: Lost bra

NOTE r-devel-macos-arm64

Rd files

checkRd: (-1) get.mpt.fia.Rd:60: Lost braces
    60 | \item{lnconst}{When inequality constraints are present, \code{lnconst} serves as an adjustment of code{lnInt}. It estimates the logarithm of the proportion of parameter space [0,1]^S that satisfies those inequality constraints, and the log integral term is given by \code{lnInt+lnconst}.
       |                                                                                                       ^
checkRd: (-1) prediction.plot.Rd:38: Lost bra

NOTE r-devel-windows-x86_64

Rd files

checkRd: (-1) get.mpt.fia.Rd:60: Lost braces
    60 | \item{lnconst}{When inequality constraints are present, \code{lnconst} serves as an adjustment of code{lnInt}. It estimates the logarithm of the proportion of parameter space [0,1]^S that satisfies those inequality constraints, and the log integral term is given by \code{lnInt+lnconst}.
       |                                                                                                       ^
checkRd: (-1) prediction.plot.Rd:38: Lost bra

NOTE r-patched-linux-x86_64

Rd files

checkRd: (-1) get.mpt.fia.Rd:60: Lost braces
    60 | \item{lnconst}{When inequality constraints are present, \code{lnconst} serves as an adjustment of code{lnInt}. It estimates the logarithm of the proportion of parameter space [0,1]^S that satisfies those inequality constraints, and the log integral term is given by \code{lnInt+lnconst}.
       |                                                                                                       ^
checkRd: (-1) prediction.plot.Rd:38: Lost bra

NOTE r-release-linux-x86_64

Rd files

checkRd: (-1) get.mpt.fia.Rd:60: Lost braces
    60 | \item{lnconst}{When inequality constraints are present, \code{lnconst} serves as an adjustment of code{lnInt}. It estimates the logarithm of the proportion of parameter space [0,1]^S that satisfies those inequality constraints, and the log integral term is given by \code{lnInt+lnconst}.
       |                                                                                                       ^
checkRd: (-1) prediction.plot.Rd:38: Lost bra

NOTE r-release-macos-arm64

Rd files

checkRd: (-1) get.mpt.fia.Rd:60: Lost braces
    60 | \item{lnconst}{When inequality constraints are present, \code{lnconst} serves as an adjustment of code{lnInt}. It estimates the logarithm of the proportion of parameter space [0,1]^S that satisfies those inequality constraints, and the log integral term is given by \code{lnInt+lnconst}.
       |                                                                                                       ^
checkRd: (-1) prediction.plot.Rd:38: Lost bra

NOTE r-release-macos-x86_64

Rd files

checkRd: (-1) get.mpt.fia.Rd:60: Lost braces
    60 | \item{lnconst}{When inequality constraints are present, \code{lnconst} serves as an adjustment of code{lnInt}. It estimates the logarithm of the proportion of parameter space [0,1]^S that satisfies those inequality constraints, and the log integral term is given by \code{lnInt+lnconst}.
       |                                                                                                       ^
checkRd: (-1) prediction.plot.Rd:38: Lost bra

NOTE r-release-windows-x86_64

Rd files

checkRd: (-1) get.mpt.fia.Rd:60: Lost braces
    60 | \item{lnconst}{When inequality constraints are present, \code{lnconst} serves as an adjustment of code{lnInt}. It estimates the logarithm of the proportion of parameter space [0,1]^S that satisfies those inequality constraints, and the log integral term is given by \code{lnInt+lnconst}.
       |                                                                                                       ^
checkRd: (-1) prediction.plot.Rd:38: Lost bra

NOTE r-oldrel-macos-arm64

installed package size

  installed size is 13.3Mb
  sub-directories of 1Mb or more:
    libs  12.3Mb

NOTE r-oldrel-macos-x86_64

installed package size

  installed size is 13.4Mb
  sub-directories of 1Mb or more:
    libs  12.4Mb

NOTE r-oldrel-windows-x86_64

Rd files

checkRd: (-1) get.mpt.fia.Rd:60: Lost braces
    60 | \item{lnconst}{When inequality constraints are present, \code{lnconst} serves as an adjustment of code{lnInt}. It estimates the logarithm of the proportion of parameter space [0,1]^S that satisfies those inequality constraints, and the log integral term is given by \code{lnInt+lnconst}.
       |                                                                                                       ^
checkRd: (-1) prediction.plot.Rd:38: Lost bra

Reverse Dependencies (1)

imports

MPTmultiverse

Dependency Network

Version History

new 1.14.1 Mar 9, 2026

Maintainer

Henrik Singmann

Dependencies

Depends

R (>= 2.15.1)

Imports

numDeriv Brobdingnag Rcpp stats utils

Suggests

snowfall (>= 1.84) knitr

Compilation

Needs compilation

First Published

Mar 9, 2026

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