Nothing
# see https://andrewgelman.com/2017/03/01/facebooks-prophet-uses-stan :-)
#
library(Rlgt)
str(lynx)
train=lynx[1:80]
actuals=lynx[81:length(lynx)]
#SGT
SEASONALITY=38 #by looking at the graph and running acf()
rstanmodel <- rlgt(train, seasonality=SEASONALITY,
control=rlgt.control(NUM_OF_ITER=10000),
#seasonality.type="generalized",
#level.method="HW", #c("HW", "seasAvg","HW_sAvg"),
verbose=TRUE)
forec= forecast(rstanmodel, h = length(actuals))
plot(forec, main='Lynx by SGT')
xs=seq(from=length(train)+1,to=length(train)+ length(actuals))
lines(xs,actuals, col=1, type='b',lwd=2)
sMAPE=mean(abs(forec$mean-actuals)/(forec$mean+actuals))*200
msqrt=sqrt(mean(forec$mean-actuals)^2)
print(paste("sMAPE:",signif(sMAPE,3), "mse", signif(msqrt)))
#S2GT
SEASONALITY=9.5
SEASONALITY2=38
rstanmodel <- rlgt(train, seasonality=SEASONALITY, seasonality2=SEASONALITY2,
control=rlgt.control(NUM_OF_ITER=10000),
verbose=TRUE)
forec= forecast(rstanmodel, h = length(actuals))
plot(forec, main='Lynx by S2GT')
xs=seq(from=length(train)+1,to=length(train)+ length(actuals))
lines(xs,actuals, col=1, type='b',lwd=2)
sMAPE=mean(abs(forec$mean-actuals)/(forec$mean+actuals))*200
msqrt=sqrt(mean(forec$mean-actuals)^2)
print(paste("sMAPE:",signif(sMAPE,3), "mse", signif(msqrt)))
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