这种验证数据集的方式称为out of bag data。在袋子之外,什么意思呢?Bagging更像一个装袋的意思,原来有这么一个训练集,准备了一百个袋子,你每个袋子都从训练集里边有放回的随机抽样,给它装成一个小袋子,在每一个袋子上面生成出一棵树。但是对于每一个bag都有一些数据没有装到这个里面,我们就叫它out of bag,...
Out of bag error is simply error computed on samples not seen during training. It has important role in bagging methods, as due to bootstraping of the training set (building new set through drawing at random with replacement) you actualy get quite a chunk of training ...
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This MATLAB function returns the Classification loss L for the out-of-bag data in the bagged classification ensemble model ens.
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="cyl"] y <- input.train[, names(input.train)=="cyl"] rf <- randomForest(x=x,y=y,keep.forest=TRUE,keep.inbag=TRUE) predcited.rf <- as.data.frame(rf$predicted) # documentation: "the predicted values of the input data based on out-of-bag samples" tunegrid <...
Extending ensemble based out-of-bag conformal methods using nested sets Cross-conformal, jackknife+, and their K-fold versions perform multiple splits of the data and for every training point(Xi,Yi), a residual functionriis defined using a set of training points that does not include(Xi,Yi)...
/BrownPaperBag/duffel-ngtable -> /faceleg/duffel-ngtable dui: /ibm-dojo/dui -> /ibm-js/delite dummy: /in8/dummy -> /Inouit/dummy dust-helper-intl: /yahoo/dust-helper-intl -> /yahoo/dust-intl dynatable: /JangoSteve/jquery-dynatable -> /alfajango/jquery-dynatable earth-app: /Wildho...
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