search for: prices_train

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2013 Mar 24
3
Parallelizing GBM
...Most of the time, I rely or randomForest for data mining large datasets. I would like to give a try also to the gradient boosted methods in GBM, but I have a need for parallelization. I normally rely on gbm.fit for speed reasons, and I usually call it this way gbm_model <- gbm.fit(trainRF,prices_train, offset = NULL, misc = NULL, distribution = "multinomial", w = NULL, var.monotone = NULL, n.trees = 50, interaction.depth = 5, n.minobsinnode = 10, shrinkage = 0.001, bag.fraction = 0.5, nTrain = (n_train/2), keep.data = FALSE, verbose = TRUE, var.names = NULL, response.name = NULL) Doe...
2013 Mar 24
1
Random Forest, Giving More Importance to Some Data
...ntree = rep(50, 4), .combine = combine, .packages = "randomForest") %dopar%{ sink("log.txt", append=TRUE) cat(paste("Starting iteration",iteration,"\n")) randomForest(trainRF, prices_train, ## mtry=20, nodesize=5, ## maxnodes=140, importance=FALSE, do.trace=10,ntree=ntree) ###########################################################################