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Although methods are often thoroughly compared to competing methods in this sense, using a variety of simulation settings that are hoped to reflect realistic mechanisms of disease-causing genetic variants, they usually do not involve comprehensive statements neither about the underlying assumptions, nor about how violations of these assumptions may affect the method's performance.
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Results also show that gene subsets generated by modified AHP lead to greater accuracy and stability compared to competing gene selection methods, i.e. information gain, symmetrical uncertainty, Bhattacharyya distance, and ReliefF.
Our battery of tests suggests that Random Forests map eQTL that are more likely to be validated by independent data, when compared to competing multi-locus and legacy eQTL mapping methods.
The multi-layered method is compatible with Blu-ray devices providing a long term future for the technology and is more easily produced when compared to competing technologies such as holographic storage".
Experimental results demonstrate improved performance of the proposed deep architecture compared to competing multimodal detectors.
The 1080p screen resolution on the iPhone 6s Plus is still low compared to competing smartphones.
Based on the likelihood ratio, AIC and BIC the neighbourhood-based autocorrelation structure had the best fit to observed EC counts compared to the competing methods.
Compared to the competing methods, CUTOFF is more accurate and much faster.
Evaluation of phishGILLNET3 is done on a very large dataset (400 K emails) compared to other competing methods.
Data examples and numerical comparisons suggest a good performance of both extended approaches when compared to current competing methods.
Experimental results have confirmed that HiMAP can reduce the execution time by as much as 45% compared to four competing methods.
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CEO of Professional Science Editing for Scientists @ prosciediting.com