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Comparative studies indicate that in terms of AUC and minority class accuracy, the weighted rough set based method is better than the re-sampling and filtering based methods, and is comparable to the decision tree and SVM based methods.
The results shown in Figure 7a reveals that our leaf orientation based method is better (with shorter distance to actual plant center) than the center of mass approach (p-value 0.18 with a two-tailed t-test with unequal variance [ 34]).
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The performance of the proposed correlation-based method is better than that of the conventional distance-based methods.
We can find HMM-inversion-based method is better than GMM-based method.
Besides, a local-based method is better than global-based method in discovering yeast essential proteins.
Together with Table 2, the results suggest that different sampling schemes are more distinguishable when the users' collective attention exhibit sharp contrast before and after the event: for the Paris attacks and the Brussels shooting, CoPerplexity_RW based method is 3-6 times better than CommonTag_RW when considering the fraction of the 1st rank.
The molecular beacon based method is likely to be much better than the antibody-based method in that the availability of target molecules (mRNAs) is quite large and the cost of synthesizing molecular beacons is low compared with that of generating antibodies (even if multiple cell surface protein markers are available).
If the number of samples is sufficiently high, LD based method is arguably more powerful and better suited for monitoring to detect declines because it is less prone to type I errors, has tighter confidence intervals, and is more flexible with regards to designing different experimental design strategies.
The FSim method performed better than the IC based methods, suggesting that our LC based method was a promising alternative for the traditional IC based measures.
Meanwhile, based on the simulation results analysis, our method is better comparison of the work to the STFT based technique and the technique presented in [9].
Experimental results show that the performance of our method is better than that based on the OMIM-based disease similarity network irrespective of the gene/protein networks.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com