Naive Discriminative Learning


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Documentation for package ‘ndl’ version 0.2.18

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ndl-package Naive Discriminative Learning
acts2probs Calculate probability matrix from activation matrix, as well as predicted values
anova.ndlClassify Analysis of Model Fit for Naive Discriminatory Reader Models
anova.ndlClassifylist Analysis of Model Fit for Naive Discriminatory Reader Models
crosstableStatistics Calculate statistics for a contingency table
cueCoding code a vector of cues as n-grams
danks Example data from Danks (2003), after Spellman (1996).
dative Dative Alternation
estimateActivations Estimation of the activations of outcomes (meanings)
estimateWeights Estimation of the association weights using the equilibrium equations of Danks (2003) for the Rescorla-Wagner equations.
estimateWeightsCompact Estimation of the association weights using the equilibrium equations of Danks (2003) for the Rescorla-Wagner equations using a compact binary event file.
learn Count cue-outcome co-occurences needed to run the Danks equations.
learnLegacy Count cue-outcome co-occurrences needed to run the Danks equations.
lexample Lexical example data illustrating the Rescorla-Wagner equations
modelStatistics Calculate a range of goodness of fit measures for an object fitted with some multivariate statistical method that yields probability estimates for outcomes.
ndl Naive Discriminative Learning
ndlClassify Classification using naive discriminative learning.
ndlCrossvalidate Crossvalidation of a Naive Discriminative Learning model.
ndlCuesOutcomes Creation of dataframe for Naive Discriminative Learning from formula specification
ndlStatistics Calculate goodness of fit statistics for a naive discriminative learning model.
ndlVarimp Permutation variable importance for classification using naive discriminative learning.
numbers Example data illustrating the Rescorla-Wagner equations as applied to numerical cognition by Ramscar et al. (2011).
orthoCoding Code a character string (written word form) as letter n-grams
plot.ndlClassify Plot function for selected results of 'ndlClassify'.
plot.ndlProbabilities Plot function for selected results of 'ndlClassify'.
plot.ndlWeights Plot function for selected results of 'ndlClassify'.
plot.RescorlaWagner Plot function for the output of 'RescorlaWagner'.
plurals Artificial data set used to illustrate the Rescorla-Wagner equations and naive discriminative learning.
predict.ndlClassify Predict method for ndlClassify objects
print.ndlClassify Classification using naive discriminative learning.
print.summary.ndlClassify A summary of a Naive Discriminatory Learning Model
print.summary.ndlCrossvalidate A summary of a crossvalidation of a Naive Discriminatory Reader Model
random.pseudoinverse Calculate an approximation of the pseudoinverse of a matrix.
RescorlaWagner Implementation of the Rescorla-Wagner equations.
serbian Serbian case inflected nouns.
serbianLex Serbian lexicon with 1187 prime-target pairs.
serbianUniCyr Serbian case inflected nouns (in Cyrillic Unicode).
serbianUniLat Serbian case inflected nouns (in Latin-alphabet Unicode).
summary.ndlClassify A summary of a Naive Discriminatory Learning Model
summary.ndlCrossvalidate A summary of a crossvalidation of a Naive Discriminatory Reader Model
think Finnish 'think' verbs.