MATLAB: An Introduction with Applications
MATLAB: An Introduction with Applications
6th Edition
ISBN: 9781119256830
Author: Amos Gilat
Publisher: John Wiley & Sons Inc
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Suppose we want to use the caret library to tune a random forest model.
We want to repeat 5 times a cross-validation with 8 folds, and use 800 trees.
We want to explore the following values of the mtry hyperparameter: 1,3 and 10.
Which of the following codes looks like the correct one to run?
currentmodel <- train(Creditability-...
data - dtrain,
method = 'rf,
metric = 'Accuracy'.
tuneGrid = expand.grid(.mtry = c(1,3,10)),
trControl - trainControl(method='cv',
number = 5
repeats = 8,
ntree = ntree)
currentmodel < - train(Creditability.
data-dtrain,
method = 'rf',
metric'Accuracy',
tuneGrid = expand.grid(.mtry = c(1,3,10)),
trControl = trainControl(method = 'repeatedcv',
number = 8,
repeats = 5,
search = 'grid'),
ntree = 800)
currentmodel <-train(Creditability...
data-dtrain,
method = 'caret',
metric = 'Accuracy,
tuneGrid = expand.grid(.mtry = c(10,3,10)),
trControl - trainControl(method= 'repeatedcv',
number = 8,
repeats = 5,
search 'random'),
ntree = 800)
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Transcribed Image Text:Suppose we want to use the caret library to tune a random forest model. We want to repeat 5 times a cross-validation with 8 folds, and use 800 trees. We want to explore the following values of the mtry hyperparameter: 1,3 and 10. Which of the following codes looks like the correct one to run? currentmodel <- train(Creditability-... data - dtrain, method = 'rf, metric = 'Accuracy'. tuneGrid = expand.grid(.mtry = c(1,3,10)), trControl - trainControl(method='cv', number = 5 repeats = 8, ntree = ntree) currentmodel < - train(Creditability. data-dtrain, method = 'rf', metric'Accuracy', tuneGrid = expand.grid(.mtry = c(1,3,10)), trControl = trainControl(method = 'repeatedcv', number = 8, repeats = 5, search = 'grid'), ntree = 800) currentmodel <-train(Creditability... data-dtrain, method = 'caret', metric = 'Accuracy, tuneGrid = expand.grid(.mtry = c(10,3,10)), trControl - trainControl(method= 'repeatedcv', number = 8, repeats = 5, search 'random'), ntree = 800)
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