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Here, we sought to develop a predictive model (prediction sample) of clinical outcome for paediatric OHCA by using SDA on nationwide Utstein-style data available in Japan, and to subsequently confirm the validity of this model (validation sample).
Second, we conducted K-fold cross-validation to assess each model's apparent validity to predict cases within the prediction sample.
At the end of this process, we derived Lin's concordance correlation coefficient (CCC) and 95% CI to estimate the correlation between the predicted and observed counts of cases across all strata in the prediction sample.
The prediction sample set of the transmittance data in the SVMLight data file format is shown in Table 3.
In addition to classic PLS employing the whole dataset for calibration, a two-step local PLS modeling approach was performed based upon an initial selection of k number of calibration samples providing the best match to the prediction sample using a so-called k Nearest Neighbors (kNN) approach, then followed by PLS calibration on these kNN selected samples for dioxin prediction.
This method randomly allocated strata in the prediction sample into K subsets.
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The estimates of Cheddar cheese age supplied by the manufacturers, compared to those predicted by the PLS model for the 10 prediction samples used, are shown in Fig. 4, where the age of the Cheddar was 70% correctly predicted.
where M is the total number of prediction samples.
Recoveries for prediction samples were higher than 85%.
Afterwards, each OBU i reports a list of PU traffic prediction samples to the RSU.
The best results were achieved with LDA/GA and LDA/SW models, which all prediction samples were correctly classified.
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