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This comparison showed that 8 clusters was the minimum number of clusters providing maximal predictive ability, and 8 clusters were therefore used to limit the metamodel complexity.
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The minimum number of clusters in HC-PLSR giving (approximately) maximum obtained predictive ability (maximal R2 and minimal RMSEP) was chosen for each state variable time series.
Histamine challenge showed the strongest predictive ability: The maximal improvement in Leicester Cough Questionnaire total score was 5.08 (3.76 – 6.40) points in the histamine positive and 2.78 (1.55 – 4.01) points in the histamine negative subjects (p = 0.006).
Meanwhile, other researchers are examining factors that may further improve the predictive ability of serum tests.
"None of the other research companies have the predictive ability that we have," Mr. Cox said.
And there's still the question of the data's predictive ability.
Their predictive ability was monitored on the external set.
Then, the estimated model could have better predictive ability.
The models offer fairly good predictive ability.
Therefore, each model possesses a high predictive ability [27].
Fig. 2 Predictive ability of IBSW and IBFF with ART2.
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