Man pages for XSLmodels
Run and Optimize Cross-Situational Word Learning Models

baselineBaseline model
bayesian_decayBayesian decay model
benitez2020Benitez et al. (2020) temporal-structure-of-naming experiment...
cos_simCosine similarity of two vectors
create_cooc_matrixCreates co-occurrence matrix from training trials
cross_validated_group_fitsPerform Cross-Validation on Group Fits of a Model
decayDecay model
fazlyFazly et al. 2010 probablistic associative model
fgt2009Frank, Goodman & Tenenbaum (2009) intentional Bayesian...
fgt2009_rsaFrank, Goodman & Tenenbaum word-learning model with pragmatic...
fgt2009_sweep_alphaSweep the lexicon-size prior alpha for an FGT model
fm_corpusFrank, Tenenbaum & Fernald naturalistic word-learning corpus
gangwani2011_categoryGangwani, Kachergis & Yu simultaneous category + object name...
get_crossvalidated_model_fitGet cross-validated model fit
get_example_ambiguous_conditionGet example ambiguous condition
get_example_unambiguous_conditionGet example unambiguous condition
get_fscoreCalculate F-score, precision, recall, and specificity for a...
get_group_model_fitGet group model fit for a specific model
get_perfCalculate Luce choice (proportion correct) for each item in a...
get_rocCalculate receiver operating characteristic (ROC) scores for...
get_tpGet true positives (TP), given a knowledge matrix and a...
get_train_test_splitSplit Data into Training and Testing Sets Based on Indices
guess_and_testGuess and test model
kachergis2012_highlightingKachergis (2012) highlighting experiment data
kachergis_initial_accuracyKachergis, Grimmick, & Gureckis initial accuracy experiment...
kalman_filterKalman filter associative model
mafc_testEvaluate m-alternative forced choice test
minerva2MINERVA2 episodic memory model
multi_samplingMulti-sampling associative model
nonneg_shannon_entropyShannon entropy after clamping negative associations to 0
plot_training_trialsCreate Animated Plot of Co-Occurrence Matrix from Training...
predict_referentPredict referent selection for a single trial from an...
propose_but_verifyTrueswell et al. 2013 propose-but-verify model
pursuitStevens et al. 2014 pursuit model
remREM (Retrieving Effectively from Memory) model
rescorla_wagnerRescorla-Wagner (1972) error-driven associative model
rollins_corpusCHILDES/Rollins naturalistic word-learning corpus (Frank et...
rsa_listenerRational Speech Act pragmatic listener and speaker
shannon_entropyCalculates Shannon entropy of a supplied vector, after...
show_datasetsShow available datasets in the package
show_modelsShow available models in the package
softmax_rlSoftmax reinforcement learning model
tillesTilles and Fontanari (2013) reinforcement model
todamTODAM holographic reduced representation model
uncfamKachergis 2012
uncfam_attentionBiased associative model with attention scaled to trial...
uncfam_eliminationBiased associative model with learning by elimination
uncfam_gammaKachergis 2012 with a free familiarity exponent
uncfam_predictivePredictive biased associative model (item-level prediction...
uncfam_samplingKachergis 2012
update_knownUpdate known
update_paramsUpdate parameters of xslMod
vlach_debrock2017Vlach & DeBrock (2017) spaced/massed repetition experiment...
xslControl-classxslControl S3 class
xslData-classxslData S3 class
xsl_datasetsCross-situational word learning experiment data
xsl_fitFit XSL model using differential evolution
xslFit-classxslFit S3 class
xsl_holdout_datasetsRegistry of datasets held out from xsl_datasets
xslMod-classConstructor for xsl_model S3 class
XSLmodels-packageXSLmodels: Run and Optimize Cross-Situational Word Learning...
xsl_runRun XSL model
XSLmodels documentation built on Oct. 18, 2026, 5:08 p.m.