Formal Psychological Models of Categorization and Learning

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Documentation for package ‘catlearn’ version 1.1

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catlearn-package Formal Modeling for Psychology.
act2probrat Convert output activation to a rating of outcome probability
convertSUSTAIN Convert nominal-dimension input representation into a 'padded' (slpSUSTAIN) format
homa76 Category breadth CIRP
krus96 Inverse Base-rate Effect AP
krus96exit Simulation of AP krus96 with EXIT model
krus96train Input representation of krus96 for models input-compatible with slpEXIT
medin87train Input representation of Exp. 1 in Medin et al. (1987) for models input-compatible with slpALCOVE or slpSUSTAIN.
nosof88 Instantiation frequency CIRP
nosof88exalcove Simulation of CIRP nosof88 with ex-ALCOVE model
nosof88exalcove_opt Parameter optimization of ex-ALCOVE model with nosof88 CIRP
nosof88oat Ordinal adequacy test for simulations of nosof88 CIRP
nosof88protoalcove Simulation of CIRP nosof88 with proto-ALCOVE model
nosof88protoalcove_opt Parameter optimization of proto-ALCOVE model with nosof88 CIRP
nosof88train Input representation of nosof88 for models input-compatible with slpALCOVE.
nosof94 Type I-VI category structure CIRP
nosof94bnalcove Simulation of CIRP nosof94 with BN-ALCOVE model
nosof94exalcove Simulation of CIRP nosof94 with ex-ALCOVE model
nosof94exalcove_opt Parameter optimization of ex-ALCOVE model with nosof94 CIRP
nosof94oat Ordinal adequacy test for simulations of nosof94 CIRP
nosof94plot Plot Nosofsky et al. (1994) data / simulations
nosof94sustain Simulation of CIRP nosof94 with the SUSTAIN model
nosof94train Input representation of nosof94 for models input-compatible with slpALCOVE or slpSUSTAIN
shin92 Category size CIRP
shin92exalcove Simulation of CIRP shin92 with ex-ALCOVE model
shin92exalcove_opt Parameter optimization of ex-ALCOVE model with shin92 CIRP
shin92oat Ordinal adequacy test for simulations of shin92 CIRP
shin92protoalcove Simulation of CIRP shin92 with proto-ALCOVE model
shin92protoalcove_opt Parameter optimization of proto-ALCOVE model with shin92 CIRP
shin92train Input representation of shin92 for models input-compatible with slpALCOVE.
slpALCOVE ALCOVE category learning model
slpBM Bush & Mosteller (1951) simple associative learning model
slpCOVIS COVIS category learning model
slpDGCM Similarity-Dissimilarity Generalized Context Model (DGCM)
slpDIVA DIVA category learning model
slpEXIT EXIT Category Learning Model
slpLMSnet Gluck & Bower (1988) network model
slpMack75 Mackintosh (1975) associative learning model
slpMBMF MB/MF reinforcement learning model
slpNNCAG A Neural Network with Competitive Attentional Gating (NNCAG)
slpNNRAS A Neural Network with Rapid Attentional Shifts (NNRAS)
slpRW Rescorla-Wagner (1972) associative learning model.
slpSUSTAIN SUSTAIN Category Learning Model
ssecl Sum of squared errors
stsimGCM Generalized Context Model
thegrid Ordinal adequacy results for all catlearn simulations