금융위험관리: LSMC-RNN 이용한 사고율 예측

YJ K·2021년 11월 3일

링크1. LSMC-RNN 실행

python: LSMC-RNN

링크2. 최종보고서

최종발표ppt
R 코딩

5년치 과거데이터를 활용해 미래 사고율 예측

NMC는 아래에 실행

library(coda)
library(rjags)

Linked to JAGS 4.3.0

Loaded modules: basemod,bugs

library(runjags)

Warning: package 'runjags' was built under R version 4.0.5

library(fda)

Warning: package 'fda' was built under R version 4.0.5

Loading required package: splines

Loading required package: Matrix

Loading required package: fds

Warning: package 'fds' was built under R version 4.0.5

Loading required package: rainbow

Warning: package 'rainbow' was built under R version 4.0.5

Loading required package: MASS

Loading required package: pcaPP

Warning: package 'pcaPP' was built under R version 4.0.5

Loading required package: RCurl

Warning: package 'RCurl' was built under R version 4.0.5

Attaching package: 'fda'

The following object is masked from 'package:graphics':

matplot

library(tictoc)

Warning: package 'tictoc' was built under R version 4.0.5

RMSE = c()
RMSE_fin = c()
per = 5000

param_beta =c(-3.5,1,2)
phi = 0.95
sig = 0.5

B=50
tic("total")
for (b in 1:B){
X_real = cbind(rep(1,5000),rbinom(n=5000, size=1, p = 0.5), rbinom(n=5000, size=1, p = 0.5))
lamb_real = exp(X_real %% param_beta)
R = matrix(0,nrow=5000, ncol=7)
Y_real = matrix(0,nrow=5000, ncol=6)
for (i in 1:5000){
R[i,1]= rnorm(1,0, sqrt(sig/(1-phi^2)))
for (t in 2:6){
R[i,t] = rnorm(1,phi
R[i,t-1], sqrt(sig))
}
}

for(i in 1:5000){
Y_real[i,] = rpois(6,lamb_real[i]*exp(R[i,]) )
}
Y_real[Y_real>5] = 3

#}

jags

datalist

dataList=list(N=Y_real,X=X_real,I=5000,beta=param_beta,sig=sig,phi=phi)

model

modelString="model {

######################

Start of Prior for R

for(i in 1:I){
R[i,1] ~ dnorm(0, (1-phi^2)/sig)

for(t in 2:7){ 
    R[i,t] ~ dnorm(phi*R[i,t-1], 1/sig)
}
return_hidden_1[i] = R[i,7] #save R_6

}

End of Prior for R

######################

##########################

Start of Likelihood Part

for(i in 1:I){ #I: number of people
for(t in 1:6){
mu_N[i,t] = exp( inprod(X[i,],beta[]) + R[i,t+1] )
N[i,t] ~ dpois( mu_N[i,t] )
}
}

End of Likelihood Part

##########################
}
"
model <- jags.model(textConnection(modelString), data =dataList, n.chains = 3, n.adapt = 50)

update(model, 100)

mcmc.samples.R <- coda.samples(model, variable.names = c("return_hidden_1"), n.iter = 1000, thin=10)

Rhat6 <- exp(colMeans(mcmc.samples.R[[3]]))
prem = lamb_real*Rhat6
prem[prem>5] = 3

RMSE_fin[b] = sqrt(mean((prem - Y_real[,6])^2))
RMSE_fin[b]
RMSE_fin_cum = mean(RMSE_fin)

print("RMSE_fin")
print(RMSE_fin[b])
print("RMSE_fin_cum")
print(RMSE_fin_cum)
}

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4761615

[1] "RMSE_fin_cum"

[1] 0.4761615

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4516762

[1] "RMSE_fin_cum"

[1] 0.4639189

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.464745

[1] "RMSE_fin_cum"

[1] 0.4641943

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4598368

[1] "RMSE_fin_cum"

[1] 0.4631049

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4533913

[1] "RMSE_fin_cum"

[1] 0.4611622

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4600085

[1] "RMSE_fin_cum"

[1] 0.4609699

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4750208

[1] "RMSE_fin_cum"

[1] 0.4629772

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4541017

[1] "RMSE_fin_cum"

[1] 0.4618678

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.466839

[1] "RMSE_fin_cum"

[1] 0.4624201

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4546846

[1] "RMSE_fin_cum"

[1] 0.4616466

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4467665

[1] "RMSE_fin_cum"

[1] 0.4602938

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4739907

[1] "RMSE_fin_cum"

[1] 0.4614352

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4746583

[1] "RMSE_fin_cum"

[1] 0.4624524

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4529623

[1] "RMSE_fin_cum"

[1] 0.4617745

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4636306

[1] "RMSE_fin_cum"

[1] 0.4618983

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4649633

[1] "RMSE_fin_cum"

[1] 0.4620898

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4530092

[1] "RMSE_fin_cum"

[1] 0.4615557

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4572971

[1] "RMSE_fin_cum"

[1] 0.4613191

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4699829

[1] "RMSE_fin_cum"

[1] 0.4617751

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4615964

[1] "RMSE_fin_cum"

[1] 0.4617661

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4624349

[1] "RMSE_fin_cum"

[1] 0.461798

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4684455

[1] "RMSE_fin_cum"

[1] 0.4621002

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4765301

[1] "RMSE_fin_cum"

[1] 0.4627275

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4679979

[1] "RMSE_fin_cum"

[1] 0.4629471

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4780816

[1] "RMSE_fin_cum"

[1] 0.4635525

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4723169

[1] "RMSE_fin_cum"

[1] 0.4638896

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4595934

[1] "RMSE_fin_cum"

[1] 0.4637305

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4533788

[1] "RMSE_fin_cum"

[1] 0.4633608

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4828235

[1] "RMSE_fin_cum"

[1] 0.4640319

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4818229

[1] "RMSE_fin_cum"

[1] 0.464625

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4655779

[1] "RMSE_fin_cum"

[1] 0.4646557

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.450451

[1] "RMSE_fin_cum"

[1] 0.4642118

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4685054

[1] "RMSE_fin_cum"

[1] 0.4643419

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4491741

[1] "RMSE_fin_cum"

[1] 0.4638958

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4592447

[1] "RMSE_fin_cum"

[1] 0.4637629

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4727575

[1] "RMSE_fin_cum"

[1] 0.4640128

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4548751

[1] "RMSE_fin_cum"

[1] 0.4637658

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4537369

[1] "RMSE_fin_cum"

[1] 0.4635019

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4532876

[1] "RMSE_fin_cum"

[1] 0.46324

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4589839

[1] "RMSE_fin_cum"

[1] 0.4631336

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4620498

[1] "RMSE_fin_cum"

[1] 0.4631071

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4589231

[1] "RMSE_fin_cum"

[1] 0.4630075

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4540098

[1] "RMSE_fin_cum"

[1] 0.4627983

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4637842

[1] "RMSE_fin_cum"

[1] 0.4628207

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4625612

[1] "RMSE_fin_cum"

[1] 0.4628149

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4599161

[1] "RMSE_fin_cum"

[1] 0.4627519

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4583348

[1] "RMSE_fin_cum"

[1] 0.4626579

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4567966

[1] "RMSE_fin_cum"

[1] 0.4625358

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.4625109

[1] "RMSE_fin_cum"

[1] 0.4625353

Compiling model graph

Resolving undeclared variables

Allocating nodes

Graph information:

Observed stochastic nodes: 30000

Unobserved stochastic nodes: 35000

Total graph size: 175018

Initializing model

Warning in jags.model(textConnection(modelString), data = dataList, n.chains =

3, : Adaptation incomplete

NOTE: Stopping adaptation

[1] "RMSE_fin"

[1] 0.470013

[1] "RMSE_fin_cum"

[1] 0.4626848

RMSE_fin_cum

[1] 0.4626848

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profile
Hey this is a simple portfolio of a Statistics Graduate student. Since I'm a beginner of velog my portfolio's not sophisticated yet. But I'll upload and decorate mine soon~ Just enjoy what Data Scientist dreamer's doing:) Thank you!

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