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Hence, the results provided in this work give a reference of the maximum expected performance for the decentralized schemes.
The availability of a reliable performance model also saves developer effort as it both informs the developer on what kind of optimisations are beneficial, and when the maximum expected performance has been reached and optimisation work should stop.
The process was repeated 1000 times and the median AUROC was computed to represent the maximum expected performance of a classifier for the prediction of DAS28-based response calls.
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To estimate the maximum expected classifier performance based on this known measurement error, the corresponding measurement noise was imposed onto the DAS28 measurements from GSE58795 (the only data set for which, in addition the response calls, individual DAS28 scores were available), and alternative noisy response calls were determined for each patient (using EULAR DAS28 response calls).
Benchmarks confirm the expected performance gain.
We assessed construct validity (i.e. evaluation of a hypothesis about the expected performance of an instrument) by converting the total mean score (mean of the two assessors) for each of the 42 reviews to a percentage of the maximum score for AMSTAR and of the maximum score of the global assessment instrument.
We do this by showing the relative performance of these schemes for maximum expected patient health and maximum expected learning objectives, and by demonstrating the value of a restricted-optimal-policy approximation in a practical example.
As will be shown in the following sections, the AAC algorithm shows a performance comparable to other algorithms, but the minimum required length of the segment is only once the maximum expected period.
maximum expected SINR combiner.
Maximum expected sales quantity of buyer j.
This study investigates the performance of four non-probabilistic strategies: (i) a so-called 'rule of thumb', (ii) hotspot, (iii) minimum cost representation, and (iv) maximum coverage; and one probabilistic design strategy, i.e. maximum expected coverage.
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CEO of Professional Science Editing for Scientists @ prosciediting.com