Second, we demonstrate that based on both simulations and the knowledge-driven benchmarks, RF shows superior performance as an eQTL mapping method.
Our battery of knowledge-driven benchmarks consists of 1) assessing the proportion of cis-eQTL recovered by each method, 2) testing each method's high-scoring eQTL for enrichment of loci related to the target by KEGG pathway information, and 3) agreement of each method's high-scoring eQTL with systematic loss-of-function studies.
12 There is increasing awareness of a need for decisions based on HTA, a rising concern about 'the second gap' in translation (the 'first gap' exists in the translation of knowledge from benchmark to new medical interventions, and the 'second gap' from new medical interventions to clinical application), but little information on evaluation of HTA decisions in the literature in general.
We also performed simulations to complement the findings of the knowledge-driven benchmarking framework.
She brought the tools and the processes, as well as the knowledge about performance benchmarks.
As a result, we've developed a strong understanding of best practices and gained knowledge of the benchmarks and metrics that actually matter when it comes to running a SaaS company.
As a result, we've developed a strong understanding of best practices and gained knowledge of the benchmarks and metrics that actually matter when it comes to running a SaaS company.
To our knowledge, human-based benchmarks are not available.
We also include the BER performance with the perfect channel knowledge as a benchmark.
We consider the exhaustive search under the perfect channel knowledge as a benchmark, which is the optimum solution, and the random beam selection, which randomly selects the analog beams among the predefined analog beams, as a baseline algorithm for comparison with our proposed analog beam selection algorithm.
To our knowledge, no such benchmarking of the detection quality of the Firmicutes and Bacteroidetes members has been carried out.
