Question: Here is my code in R # Install necessary packages install.packages ( ' alr 4 ' ) install.packages ( ' doParallel ' ) install.packages (
Here is my code in R
# Install necessary packages
install.packagesalr
install.packagesdoParallel
install.packagescaret
# Load the required libraries
libraryalr
librarycaret
librarydoParallel
libraryforeach
# Load the MinnLand dataset
dataMinnLand
# Check column names to confirm correct variable names
colnamesMinnLand
# Remove rows with NA values
Minnland naomitMinnLand
# Convert year to factor
MinnLand$year asfactorMinnLand$year
# Define formulas for log and sqrt models
formulalog logacrePrice ~
formulasqrt sqrtacrePrice ~
# Set up parallel processing
cl makeClusterdetectCores
registerDoParallelcl
# Fold Cross Validation
traincontrolfold trainControlmethod cv number
# Fold Cross Validation
traincontrolfold trainControlmethod cv number
# Random Splitting with splits
traincontrolrandom trainControlmethod 'repeatedcv', number repeats
# Fit log models
modellogfold trainformulalog data MinnLand, method
lm trControl traincontrolfold
modellogfold trainformulalog data MinnLand, method
lm trControl traincontrolfold
modellograndom trainformulalog data MinnLand, method
lm trControl traincontrolrandom
# Fit sqrt models
modelsqrtfold trainformulasqrt data MinnLand, method lm trControl traincontrolfold
modelsqrtfold trainformulasqrt data MinnLand, method lm trControl traincontrolfold
modelsqrtrandom trainformulasqrt data MinnLand, method lm trControl traincontrolrandom
# Compare models
printpasteLog Model fold RMSE:",
modellogfold$results$RMSE
printpasteLog Model Fold RMSE:",
modellogfold$results$RMSE
printpasteLog Model Random RMSE:",
modellograndom$results$RMSE
printpasteSqrt Model fold RMSE:",
modelsqrtfold$resultsRMSE
printpasteSqrt Model Fold RMSE:",
modelsqrtfold$results$RMSE
printpasteSqrt Model Random RMSE:",
modelsqrtrandom$results$RMSE
# Stop parallel processing
stopClustercl
I am getting the following error:
# Fit log models
modellogfold trainformulalog data MinnLand, method
lm trControl traincontrolTRUNCATED
Error in nafail.defaultlistlogacrePrice c :
missing values in object
What is causing this and how do I fix it
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