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Shown is the accuracy of different deconvolution methods when using different reference reconstruction methods (see Supplementary Note 1 for details): DBSCAN with mean-center approach (as devised in previous studies10,11; red), and K-means with mean-centers (purple), median-centers (blue), and harmonic-mean (green).
The experimental results showed that the performance of the proposed method was superior to that of the previous methods when using the BERC, PAL and FG-Net aging databases.
At the time of writing this paper, our method is the best ranked approach on the MICCAI2008 challenge, outperforming the rest of 60 participant methods when using all the available input modalities (T1-w, T2-w and FLAIR), while still in the top-rank (3rd position) when using only T1-w and FLAIR modalities.
In comparison with conventional ESniff MMSR and MTR methods when using FE feature vectors.
Compared with the conventional ESniff MMSR and MTR methods when using the FE feature vectors.
For this case, there is a need to divide the dataset into multiple sources and employ negative transfer methods when using transfer learning algorithm.
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35 Observational methods, when used with qualitative methodologies, are useful when little is known about a topic and/or a complex phenomenon needed to be understood.
Both methods when used properly give accurate measurements of esophageal pressures.
Formative and summative assessment methods, when used together, constitute complementary, meaningful and effective assessment practices.
While the plethora of data this will produce might seem daunting, it will go some way to negating the pitfalls associated with each of the methods when used in isolation.
To improve the performance of these two methods when used with noisy data, novel noise filtering algorithms are proposed.
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CEO of Professional Science Editing for Scientists @ prosciediting.com