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The proposed method achieves up to three orders of magnitude gains in computational efficiency compared to the conventional solution procedures.
On a high performance cluster, the method achieves up to 7x speedup for the maximum problem size of 27,556 nodes.
In our experiments, the proposed parallel method achieves up to two orders of magnitude improvement in performance compared to the state-of-the-art subdivision-based CPU solver.
The PSNR values of the decoded WZ frames are shown in Figure 9. Compared to the TDWZ, the proposed method achieves up to 2.2 dB and an average of 0.6 dB improvement.
Our method achieves up to a six times improvement in impulse localization accuracy and a three times improvement in slip-pulse trajectory length estimation compared to existing methods that do not take wave properties into account.
Experimental results demonstrate that the proposed CUDA-SWf method achieves up to 76x speedup ratio under a single GPU for the computation time.
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The experimental results show that our proposed method enables reliable sleep posture recognition and offers better overall performance than traditional methods, achieving up to 83.0% precision and 83.2% recall on average.
Compared with the use of all data in the Twitter corpus, trigram language models trained from tweets selected by CRF, LSTM, and SVM methods achieved up to 0.66, 4.29, and 5.56% absolute perplexity improvement and 1.44, 1.40, and 1.39% absolute WER improvement, respectively.
Our method, Mince, achieves up to a 45% reduction in file sizes (28% on average) compared with existing state-of-the-art de novo compression schemes.
By using machine learning techniques and their proposed method, they achieved up to 90%% accuracy to classify life facets/type of relation in contact (family, work, social).
A novel, microparticle-based approach to morphogen delivery to PSC aggregates was reported as a method to achieve up to a 12-fold reduction in morphogen use during bioreactor-based differentiation protocols [ 98].
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com