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It was split into five data blocks, four used for an inner training and the remaining one for the inner test.
The regression model was built on the inner training set.
The double CV scheme consists of an outer validation loop and an inner training loop.
We used the inner training set to train reduced nested Cox models with decreasing numbers of variables from n-1 variables to one variable.
A pseudocode is provided in Table 2. To prevent overfitting, we effectively partitioned the data into three: a feature extraction training subset (inner training set); a model size selection and variable stability evaluation subset (inner testing set); and an outer test set for performance estimation of models trained on the outer training set, which comprised the inner training and testing sets.
Within the training sets, ∼70 % of samples were used for training (i.e. the inner training set) and the remaining ∼30%% of samples from the training data were used as the validation/tuning set.
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As for the sight of Scotsman going full pelt bedecked in LNER green, prepare to meet your inner train buff.
Aerodynamic performance of all other railcars in the long train is similar and can be represented by two inner-train railcars only.
2. For each fold, four parts are used for the inner loop (training set), the fifth is used in the outer loop for validation (validation set).
The District extended its Putney to High Street service to Edgware Road and the Metropolitan provided all inner circle trains at a frequency of eight trains per hour.
Maintaining a frequency of ten trains an hour on the circle was proving difficult and the solution chosen was for the District to extend its Putney to Kensington High Street service around the circle to Edgware Road, using the new platforms, and the Met to provide all the inner circle trains at a frequency of eight trains an hour.
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