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Second, we normalize ranks by dividing them with the total number of candidate genes in the ranking list to obtain rank ratios and calculate a criterion called mean rank ratio (MRR) as the average of rank ratios of all test genes in the validation runs.
Consequently, we obtain Rank(S ∗)≤1.
From Equation 68, we obtain Rank(W +Rank≤M.
Recalling the complementary slackness conditions tr(X k Z k )=0 and rank(X k )≥1,∀k, we obtain rank(Z k )=M−1 and rank(X k )=1,∀k.
We then use data from the left out strain to predict the expression values of the 50 searched genes for each time point in the this series, rank them according to the predicted levels such that the highest expressed gene obtain rank number one, second highest rank number two, etc., and calculate the Spearman rank correlation with the observed ranking of the same series.
Data were summarized using descriptive statistics to obtain rank order of databases based on scope and completeness scores.
Similar(53)
The KB-1 LCA profiles were compared with the reference LCA Profiles (P = 0.85 and y = 0.95) to obtain rank-flexible assignments.
To obtain ranked lists, pairwise functional similarity scores were computed between the query protein and all other 18 076 protein entries used in our study.
As a result, we obtain ranks of the transcripts according to how strongly associated they are with the different pathways given their metabolite coresponse patterns.
For most models, the obtained rank was equal or similar (±1) in the compared rankings.
In actual applications, making the weight of a certain rank zero means that we throw away the corresponding part of the obtained rank voting data.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com