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models.R
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## The following models are available:
setupModel <- function(modelName) {
# Loads model, makes model.dmc object
# alba-RL -----------------------------------------------------------------
if(modelName == 'alba-RL-mag') {
load_model ("LBA", "alba-RL-mag.R")
model <- model.dmc(p.map=list(A="1",t0="1",st0="1",
sd_v="1",
B0="1",
SR="1", aV="1",
V0="1", wV="1", wS='1'),
match.map=list(M=list(s1=1, s1=2)),
constants=c(st0=0, sd_v=1,
SR=-10),
factors=list(S=c("s1")),
responses=c("r1","r2"),
type="norm")
# alba-RL-mag -----------------------------------------------------------------
} else if(modelName == 'alba-RL') {
load_model ("LBA", "alba-RL.R")
model <- model.dmc(p.map=list(A="1",t0="1",st0="1",
sd_v="1",
B0="1",
SR="1", aV="1",
V0="1", wV="1"),
match.map=list(M=list(s1=1, s1=2)),
constants=c(st0=0, sd_v=1,
SR=-10),
factors=list(S=c("s1")),
responses=c("r1","r2"),
type="norm")
# arw-RL -----------------------------------------------------------------
} else if(modelName == 'arw-RL') {
load_model ("RW", "arw-RL.R")
model <- model.dmc(p.map=list(A="1", # start punt distribution, not implemented!
t0="1",
st0="1", # not implemented!
s="1",
B0="1",
SR="1", aV="1",
V0="1", wV="1"),
match.map=list(M=list(s1=1, s1=2)),
constants=c(st0=0, s=1,
SR=-10, A=0), # <- keep these fixed!
factors=list(S=c("s1")),
responses=c("r1","r2"),
type="norm")
# arw-RL-mag -----------------------------------------------------------------
} else if(modelName == 'arw-RL-mag') {
load_model("RW", "arw-RL-mag.R")
model <- model.dmc(p.map=list(A="1",t0="1",st0="1",s="1",
B0="1", wS='1',
SR="1", aV="1",
V0="1", wV="1"),
match.map=list(M=list(s1=1, s1=2)),
constants=c(st0=0, s=1,
SR=-10, A=0),
factors=list(S=c("s1")),
responses=c("r1","r2"),
type="norm")
# arw-RL-mag-SAT-B2 -----------------------------------------------------------------
} else if(modelName == 'arw-RL-mag-SAT-B2') {
load_model ("RW", "arw-RL-mag-mods.R")
model <- model.dmc(p.map=list(A="1",st0="1",s="1",
t0="1",
B0="1",
SR="1", aV="1",
V0="1", wV="1",
driftMod="1",
V0Mod="1",
B0Mod="cue",
aVMod="1",
t0Mod="1",
wS="1"),
match.map=list(M=list(s1=1, s1=2)),
constants=c(st0=0, s=1,
driftMod=0,
B0Mod.ACC=0,
V0Mod=0,
t0Mod=0,
aVMod=0,
SR=-10, A=0),
factors=list(S=c("s1"), cue=c('ACC', 'SPD')),
responses=c("r1","r2"),
type="norm")
# arw-RL-mag-SAT-BV02 -----------------------------------------------------------------
} else if(modelName == 'arw-RL-mag-SAT-BV02') {
load_model ("RW", "arw-RL-mag-mods.R")
model <- model.dmc(p.map=list(A="1",st0="1",s="1",
t0="1",
B0="1",
SR="1", aV="1",
V0="1", wV="1",
driftMod="1",
V0Mod="cue",
B0Mod="cue",
aVMod="1",
t0Mod="1",
wS="1"),
match.map=list(M=list(s1=1, s1=2)),
constants=c(st0=0, s=1,
driftMod=0,
B0Mod.ACC=0,
V0Mod.ACC=0,
t0Mod=0,
aVMod=0,
SR=-10, A=0),
factors=list(S=c("s1"), cue=c('ACC', 'SPD')),
responses=c("r1","r2"),
type="norm")
# arw-RL-mag-SAT-BV0W2 -----------------------------------------------------------------
} else if(modelName == 'arw-RL-mag-SAT-BV0W2') {
load_model ("RW", "arw-RL-mag-mods.R")
model <- model.dmc(p.map=list(A="1",st0="1",s="1",
t0="1",
B0="1",
SR="1", aV="1",
V0="1", wV="1",
driftMod="cue",
V0Mod="cue",
B0Mod="cue",
aVMod="1",
t0Mod="1",
wS="1"),
match.map=list(M=list(s1=1, s1=2)),
constants=c(st0=0, s=1,
driftMod.ACC=0,
B0Mod.ACC=0,
V0Mod.ACC=0,
t0Mod=0,
aVMod=0,
SR=-10, A=0),
factors=list(S=c("s1"), cue=c('ACC', 'SPD')),
responses=c("r1","r2"),
type="norm")
# arw-RL-mag-SAT-BW2 -----------------------------------------------------------------
} else if(modelName == 'arw-RL-mag-SAT-BW2') {
load_model ("RW", "arw-RL-mag-mods.R")
model <- model.dmc(p.map=list(A="1",st0="1",s="1",
t0="1",
B0="1",
SR="1", aV="1",
V0="1", wV="1",
driftMod="cue",
V0Mod="1",
B0Mod="cue",
aVMod="1",
t0Mod="1",
wS="1"),
match.map=list(M=list(s1=1, s1=2)),
constants=c(st0=0, s=1,
driftMod.ACC=0,
B0Mod.ACC=0,
V0Mod=0,
t0Mod=0,
aVMod=0,
SR=-10, A=0),
factors=list(S=c("s1"), cue=c('ACC', 'SPD')),
responses=c("r1","r2"),
type="norm")
# arw-RL-mag-SAT-V02 -----------------------------------------------------------------
} else if(modelName == 'arw-RL-mag-SAT-V02') {
load_model ("RW", "arw-RL-mag-mods.R")
model <- model.dmc(p.map=list(A="1",st0="1",s="1",
t0="1",
B0="1",
SR="1", aV="1",
V0="1", wV="1",
driftMod="1",
V0Mod="cue",
B0Mod="1",
aVMod="1",
t0Mod="1",
wS="1"),
match.map=list(M=list(s1=1, s1=2)),
constants=c(st0=0, s=1,
driftMod=0,
B0Mod=0,
V0Mod.ACC=0,
t0Mod=0,
aVMod=0,
SR=-10, A=0),
factors=list(S=c("s1"), cue=c('ACC', 'SPD')),
responses=c("r1","r2"),
type="norm")
# arw-RL-mag-SAT-V0W2 -----------------------------------------------------------------
} else if(modelName == 'arw-RL-mag-SAT-V0W2') {
load_model ("RW", "arw-RL-mag-mods.R")
model <- model.dmc(p.map=list(A="1",st0="1",s="1",
t0="1",
B0="1",
SR="1", aV="1",
V0="1", wV="1",
driftMod="cue",
V0Mod="cue",
B0Mod="1",
aVMod="1",
t0Mod="1",
wS="1"),
match.map=list(M=list(s1=1, s1=2)),
constants=c(st0=0, s=1,
driftMod.ACC=0,
B0Mod=0,
V0Mod.ACC=0,
t0Mod=0,
aVMod=0,
SR=-10, A=0),
factors=list(S=c("s1"), cue=c('ACC', 'SPD')),
responses=c("r1","r2"),
type="norm")
# arw-RL-mag-SAT-W2 -----------------------------------------------------------------
} else if(modelName == 'arw-RL-mag-SAT-W2') {
load_model ("RW", "arw-RL-mag-mods.R")
model <- model.dmc(p.map=list(A="1",st0="1",s="1",
t0="1",
B0="1",
SR="1", aV="1",
V0="1", wV="1",
driftMod="cue",
V0Mod="1",
B0Mod="1",
aVMod="1",
t0Mod="1",
wS="1"),
match.map=list(M=list(s1=1, s1=2)),
constants=c(st0=0, s=1,
driftMod.ACC=0,
B0Mod=0,
V0Mod=0,
t0Mod=0,
aVMod=0,
SR=-10, A=0),
factors=list(S=c("s1"), cue=c('ACC', 'SPD')),
responses=c("r1","r2"),
type="norm")
# ddm-RL -----------------------------------------------------------------
} else if(modelName == 'ddm-RL') {
load_model ("ddm", "ddm-RL.R")
model <- model.dmc(p.map=list(aV="1", SR='1', m='1',
t0='1', st0='1', d='1',
z='1', sz='1', a='1',
sv='1'),
match.map=list(M=list(s1=1, s1=2)),
constants=c(SR=-10, z=0.5, d=0, sv=0, sz=0, st0=0),
factors=list(S=c("s1")),
responses=c("r1","r2"),
type="norm")
# ddm-RL-st0 & ddm-RL-st02 -----------------------------------------------------------------
} else if(modelName == 'ddm-RL-st0' | modelName == 'ddm-RL-st02') {
load_model ("ddm", "ddm-RL.R")
model <- model.dmc(p.map=list(aV="1", SR='1', m='1',
t0='1', st0='1', d='1',
z='1', sz='1', a='1',
sv='1'),
match.map=list(M=list(s1=1, s1=2)),
constants=c(SR=-10, z=0.5, d=0),
factors=list(S=c("s1")),
responses=c("r1","r2"),
type="norm")
# ddm-RL-svsz -----------------------------------------------------------------
} else if(modelName == 'ddm-RL-svsz') {
load_model ("ddm", "ddm-RL.R")
model <- model.dmc(p.map=list(aV="1", SR='1', m='1',
t0='1', st0='1', d='1',
z='1', sz='1', a='1',
sv='1'),
match.map=list(M=list(s1=1, s1=2)),
constants=c(SR=-10, z=0.5, d=0, st0=0),
factors=list(S=c("s1")),
responses=c("r1","r2"),
type="norm")
# ddm-RL-nonlinear-svszst0 -----------------------------------------------------------------
} else if(modelName == 'ddm-RL-nonlinear-svszst0') {
load_model ("ddm", "ddm-RL-nonlinear.R")
model <- model.dmc(p.map=list(aV="1", SR='1', m='1',
t0='1', st0='1', d='1',
z='1', sz='1', a='1',
vmax='1',
sv='1'),
match.map=list(M=list(s1=1, s1=2)),
constants=c(SR=-10, z=0.5, d=0),
factors=list(S=c("s1")),
responses=c("r1","r2"),
type="norm")
# ddm-RL-nonlinear -----------------------------------------------------------------
} else if(modelName == 'ddm-RL-nonlinear') {
load_model ("ddm", "ddm-RL-nonlinear.R")
model <- model.dmc(p.map=list(aV="1", SR='1', m='1',
t0='1', st0='1', d='1',
z='1', sz='1', a='1',
vmax='1',
sv='1'),
match.map=list(M=list(s1=1, s1=2)),
constants=c(SR=-10, z=0.5, d=0, sv=0, sz=0, st0=0),
factors=list(S=c("s1")),
responses=c("r1","r2"),
type="norm")
# ddm-RL-SAT-a -----------------------------------------------------------------
} else if(modelName == 'ddm-RL-SAT-a') {
load_model ("ddm", "ddm-RL-mod.R")
model <- model.dmc(p.map=list(aV="1", SR='1', m='1',
t0='1', st0='1', d='1',
z='1', sz='1', a='1',
aMod='cue', driftMod='1',
sv='1'),
match.map=list(M=list(s1=1, s1=2)),
constants=c(SR=-10, z=0.5, d=0, st0=0, sv=0, sz=0,
aMod.ACC=0, driftMod=0),
factors=list(S=c("s1"), cue=c('ACC', 'SPD')),
responses=c("r1","r2"),
type="norm")
# ddm-RL-SAT-a-st0 -----------------------------------------------------------------
} else if(modelName == 'ddm-RL-SAT-a-st0') {
load_model ("ddm", "ddm-RL-mod.R")
model <- model.dmc(p.map=list(aV="1", SR='1', m='1',
t0='1', st0='1', d='1',
z='1', sz='1', a='1',
aMod='cue', driftMod='1',
sv='1'),
match.map=list(M=list(s1=1, s1=2)),
constants=c(SR=-10, z=0.5, d=0,
aMod.ACC=0, driftMod=0),
factors=list(S=c("s1"), cue=c('ACC', 'SPD')),
responses=c("r1","r2"),
type="norm")
# ddm-RL-SAT-m -----------------------------------------------------------------
} else if(modelName == 'ddm-RL-SAT-m') {
load_model ("ddm", "ddm-RL-mod.R")
model <- model.dmc(p.map=list(aV="1", SR='1', m='1',
t0='1', st0='1', d='1',
z='1', sz='1', a='1',
aMod='1', driftMod='cue',
sv='1'),
match.map=list(M=list(s1=1, s1=2)),
constants=c(SR=-10, z=0.5, d=0, st0=0, sv=0, sz=0,
aMod=0, driftMod.ACC=0),
factors=list(S=c("s1"), cue=c('ACC', 'SPD')),
responses=c("r1","r2"),
type="norm")
# ddm-RL-SAT-m-st0 -----------------------------------------------------------------
} else if(modelName == 'ddm-RL-SAT-m-st0') {
load_model ("ddm", "ddm-RL-mod.R")
model <- model.dmc(p.map=list(aV="1", SR='1', m='1',
t0='1', st0='1', d='1',
z='1', sz='1', a='1',
aMod='1', driftMod='cue',
sv='1'),
match.map=list(M=list(s1=1, s1=2)),
constants=c(SR=-10, z=0.5, d=0,
aMod=0, driftMod.ACC=0),
factors=list(S=c("s1"), cue=c('ACC', 'SPD')),
responses=c("r1","r2"),
type="norm")
# ddm-RL-SAT-am -----------------------------------------------------------------
} else if(modelName == 'ddm-RL-SAT-am') {
load_model ("ddm", "ddm-RL-mod.R")
model <- model.dmc(p.map=list(aV="1", SR='1', m='1',
t0='1', st0='1', d='1',
z='1', sz='1', a='1',
aMod='cue', driftMod='cue',
sv='1'),
match.map=list(M=list(s1=1, s1=2)),
constants=c(SR=-10, z=0.5, d=0, st0=0, sv=0, sz=0,
aMod.ACC=0, driftMod.ACC=0),
factors=list(S=c("s1"), cue=c('ACC', 'SPD')),
responses=c("r1","r2"),
type="norm")
# ddm-RL-SAT-am-st0 -----------------------------------------------------------------
} else if(modelName == 'ddm-RL-SAT-am-st0') {
load_model ("ddm", "ddm-RL-mod.R")
model <- model.dmc(p.map=list(aV="1", SR='1', m='1',
t0='1', st0='1', d='1',
z='1', sz='1', a='1',
aMod='cue', driftMod='cue',
sv='1'),
match.map=list(M=list(s1=1, s1=2)),
constants=c(SR=-10, z=0.5, d=0, #st0=0, sv=0, sz=0,
aMod.ACC=0, driftMod.ACC=0),
factors=list(S=c("s1"), cue=c('ACC', 'SPD')),
responses=c("r1","r2"),
type="norm")
# rw-RL -----------------------------------------------------------------
} else if(modelName == 'rw-RL') {
load_model ("RW", "rw-RL.R")
model <- model.dmc(p.map=list(A="1",t0="1",st0="1",s="1",
B0="1",
SR="1", aV="1",
V0="1", wV="1"),
match.map=list(M=list(s1=1, s1=2)),
constants=c(st0=0, s=1, A=0, SR=-10),
factors=list(S=c("s1")),
responses=c("r1","r2"),
type="norm")
# softmax-RL2 -----------------------------------------------------------------
} else if(modelName == 'softmax-RL2') {
load_model ("Softmax", "softmax_RL2.R")
model <- model.dmc(p.map=list(Beta="1", aV="1", SR='1'),
match.map=list(M=list(s1=1, s1=2)),
constants=c(SR=0),
factors=list(S=c("s1")),
responses=c("r1","r2"),
type="norm")
# softmax-RL2-SAT-beta -----------------------------------------------------------------
} else if(modelName == 'softmax-RL2-SAT-beta') {
load_model ("Softmax", "softmax_RL2.R")
model <- model.dmc(p.map=list(Beta="cue", aV="1", SR='1'),
match.map=list(M=list(s1=1, s1=2)),
constants=c(SR=0),
factors=list(S=c("s1"), cue=c('ACC', 'SPD')),
responses=c("r1","r2"),
type="norm")
# softmax-RL2-SAT-none -----------------------------------------------------------------
} else if(modelName == 'softmax-RL2-SAT-none') {
load_model ("Softmax", "softmax_RL2.R")
model <- model.dmc(p.map=list(Beta="1", aV="1", SR='1'),
match.map=list(M=list(s1=1, s1=2)),
constants=c(SR=0),
factors=list(S=c("s1")),
responses=c("r1","r2"),
type="norm")
# softmax-RL3-SAT-beta -----------------------------------------------------------------
} else if(modelName == 'softmax-RL3-SAT-beta') {
load_model ("Softmax", "softmax_RL2.R")
model <- model.dmc(p.map=list(Beta="cue", aV="1", SR='1'),
match.map=list(M=list(s1=1, s1=2)),
constants=c(),
factors=list(S=c("s1"), cue=c('ACC', 'SPD')),
responses=c("r1","r2"),
type="norm")
# softmax-RL3-SAT-none -----------------------------------------------------------------
} else if(modelName == 'softmax-RL3-SAT-none') {
load_model ("Softmax", "softmax_RL2.R")
model <- model.dmc(p.map=list(Beta="1", aV="1", SR='1'),
match.map=list(M=list(s1=1, s1=2)),
constants=c(),
factors=list(S=c("s1")),
responses=c("r1","r2"),
type="norm")
# softmax-RL4-SAT-beta (Q0=0) -----------------------------------------------------------------
} else if(modelName == 'softmax-RL4-SAT-beta') {
load_model ("Softmax", "softmax_RL2.R")
model <- model.dmc(p.map=list(Beta="cue", aV="1", SR='1'),
match.map=list(M=list(s1=1, s1=2)),
constants=c('SR'=-10),
factors=list(S=c("s1"), cue=c('ACC', 'SPD')),
responses=c("r1","r2"),
type="norm")
# softmax-RL4-SAT-none (Q0=0) -----------------------------------------------------------------
} else if(modelName == 'softmax-RL4-SAT-none') {
load_model ("Softmax", "softmax_RL2.R")
model <- model.dmc(p.map=list(Beta="1", aV="1", SR='1'),
match.map=list(M=list(s1=1, s1=2)),
constants=c('SR'=-10),
factors=list(S=c("s1")),
responses=c("r1","r2"),
type="norm")
# softmax-RL4 (Q0=0) -----------------------------------------------------------------
} else if(modelName == 'softmax-RL4') {
load_model ("Softmax", "softmax_RL2.R")
model <- model.dmc(p.map=list(Beta="1", aV="1", SR='1'),
match.map=list(M=list(s1=1, s1=2)),
constants=c('SR'=-10),
factors=list(S=c("s1")),
responses=c("r1","r2"),
type="norm")
# Multi-alternative RL-ARD -----------------------------------------------------------------
} else if(modelName == 'arw-RL-WA') {
load_model ("RW", "arw-RL-WA.R")
model <- model.dmc(p.map=list(A="1",t0="1",st0="1",s="1",
B0="1", wS='1',
SR="1", aV="1",
V0="1", wV="1"),
match.map=list(M=list(s1=1, s1=2, s1=3)),
constants=c(st0=0, s=1,
SR=-10, A=0),
factors=list(S=c("s1")),
responses=c("r1","r2","r3"),
type="norm")
}
return(model)
}