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However, all sources of information (i.e. optical, radar and topography) featured prominently in contributing to the classification tree procedure, reinforcing the idea that multi-source data are useful in the characterization of wetland land cover.
Figure 2 shows an example of these subgroups with different retention rates, as created by the CART-based classification tree procedure.
Although a decision tree procedure (with CHAID) suggested a WBC value of 7,230 cells/mm as a potential cut point, no evidence for a nonlinear component of WBC was observed using restricted cubic splines (data not shown).
To study potential threshold in WBC count for diabetes prediction, a restricted cubic spline (using R software) and a decision tree procedure with CHAID (χ Automatic Interaction Detection) method were used.
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Univariate, multivariate and decision tree procedures were used to deduce a prediction rule from over 186 variables; retrospectively collated from clinical data for 213 patients.
This retrospective cohort study using an independent validation cohort has been designed to obtain a simple prediction rule to stratify hospital inpatients at initial diagnosis of CDI according to risk of mortality, using univariate, multivariate and decision tree procedures.
Confirmed spills detected in ENVISAT/ASAR images were used to create a decision-tree procedure that classifies every distinct dark object visible in SAR images into one out of four categories, which reflect growing probability of the oil spill presence: look-alikes, dubious spots, blurred spots and potential oil spills.
We developed cutoff scores to predict metastasis with Ki-67 and cyclin E in the different components of nephroblastoma by the CART (Classification and Regression Trees) procedure [30].
In Jump3, we use the Extra-Trees procedure, which randomizes the test at each split node of a tree (in step 2 of the jump tree algorithm).
It can be shown that the complexity for growing an ensemble of jump trees using the Extra-Trees procedure is O (T K S 2 N 2 ), where T is the number of trees and K is the number of randomly chosen candidate regulators when searching for the optimal split at a node.
The use of varying event penalties within a parsimony-based gene-tree species-tree reconciliation procedure allows the recovery of every possible reconciliation as the most parsimonious one.
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