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Extensive computational experiments with medium and large instances show that the proposed procedure outperforms the best heuristics reported in the literature within short computational times.
Our extensive experimentation shows that the proposed procedure outperforms the best-known algorithms in terms of solution quality consuming a reasonable computational effort.
Also, the value of the Signal-to-Noise Ratio (SNR) up to which the IpDTFT-NR procedure outperforms the IpDTFT-IR one is determined as a function of the number of analysed sine-wave cycles.
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This newly developed coating procedure outperformed the previously reported silanisation procedure for immobilising gelatin.
Also in this measure, the RapidACN procedure outperformed the other methods, while RapiGest, and eFASP performed second and third best, respectively.
Both parameters for the COX2 dataset present the best improvements, achieving in the external prediction a value greater than 49%% of the total variance, while no other QSAR procedure outperforms this threshold.
In summary, these procedures outperform the simpler alternatives and yield optimal results for both on-site and cross-city prediction when fitted with regularization and using Eq. 3a. Figure 3 shows how the gains in cross-city prediction are distributed over time.
In both cases, we show that our procedure outperforms state-of-the-art reconstruction algorithms and proves extending the feasibility of the reconstruction in the presence of a reduced number of measurements.
Experiments show that our procedure outperforms state-of-the-art methods in all of the scenarios we considered.
It was shown that the proposed procedure significantly outperforms the standard DCT procedures.
In addition, using instances from literature, we compare our best procedure with previously reported methods, showing that the proposed procedure outperforms them in terms of solution quality and in elapsed CPU time to reach the solution.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com