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In this paper, we proposed an enhanced predictor by using LASSO approach over normal LS predictor with rhombus-shaped two-stage embedding scheme.
Then, an enhanced predictor was developed including two additional Lumax HF-T parameters.
The enhanced predictor with seven parameters reached a sensitivity of 65.4%, indicating the value of the add-on strategy.
Twenty-six of the 72 events occurred in the Lumax HF-T subpopulation and were thus eligible for the development of the enhanced predictor with two additional parameters.
For the enhanced predictor composed of all seven parameters, we calculated the positive (=TP/[TP + FP]) and the negative predictive values (=TN/[TN + FN]).
The estimated increase in the likelihood of an event after a positive predictor finding was 7.15 for the enhanced predictor and 4.99 for the basic predictor.
Similar(50)
The clinical utility of prediction models is presumably enhanced if predictors are similar across several relevant endpoints.
Driven by these pioneer works, the enhanced WS algorithm proposed in [14] improved the detection rate by enhancing pixel predictor, adjusting weighting factor and introducing the concept of bias correction.
The authors of that study employ a form of separation of classes to demonstrate that a redundant feature may enhance the predictor set's ability to distinguish between two classes in a 2-class problem (thus implying that antiredundancy is not as important as relevance for the 2-class problem).
In this work, a Smith predictor enhanced PID controller, SP-PID, is proposed.
Additionally, the clustering of several risk factors into one variable may either mask or artificially enhance associations between predictor and outcome and make them more difficult to interpret.
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