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This base procedure selects the best variable in a simple linear model in the sense of ordinary least-squares fitting (Bühlmann and Hothorn 2007).
Since hand circumference was found to be the best variable in explaining inter-individual variance, various models using this variable alone were tested to define the best one in terms of explained variance.
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Three prehospital prognostic factors (age, shockable initial rhythm and collapse-ROSC time interval) were identified as the best variables in predicting favorable neurological outcomes in OHCAs with prehospital ROSC.
Finally, two experiments demonstrate that the applied KDD method can be useful for selecting the best variable combinations in studies on farmland abandonment.
The algorithms of this decision tree usually work top-down by choosing a variable at each step that is the next best variable to use in splitting the set of items.
Despite examining several landscape variables, such as wetland proximity to specific crop types, watershed size, and others, land use was the best variable explaining pesticide concentrations in potholes.
It was obvious that water and temperature factors were the best variable predictors, singly or in combination, with other ecological factors (Table 8).
It was obvious that water factors were the best variable predictors, singly or in combination, with other ecological factors (Table 5).
Jackknifing of predictor variables showed that for 2004, per capita income was the single best variable for model performance, and resulted in the largest decrease in model performance when omitted (Figure S6).
The best fitting variable in the second analysis, which considered the entire population at the meshblock level, was the presence of beef cattle in the meshblock.
The best-fitting variable in the household income category overall and among both sexes was the proportion of households in each county with incomes over $5000, which ranged from 80 to 99%; the RRs for the higher stratum of this variable were 1.6 among both sexes combined, 1.2 among males, and 1.5 among females.
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