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To enable more reliable inferences in these small subpopulations, she has developed a Bayesian multilevel model by borrowing information from other subpopulations.
The mixed-effects model utilizes small centres more efficiently by "borrowing" information from larger centres.
To overcome this problem, we propose a method that imputes causal relationships by borrowing information from other knocked-out genes.
When genomic prediction includes modeling GE, an increase in prediction accuracy can be achieved by borrowing information from correlated environments.
Thus, we used spatial Empirical Bayes (EB) smoothing methods that reduce variance by borrowing information from neighboring spatial units.
Therefore, our method is capable of predicting associations for a query disease whose genetic basis is unknown by borrowing information from its neighboring diseases.
Similar(52)
By borrowing information we can obtain stabilized estimates of expression levels from rather noisy microarray data.
Bayesian hierarchical models combat data sparsity by borrowing information, while also quantifying uncertainty.
Limma also applies an empirical Bayes correction to moderate the standard errors based on information from all cDNAs; these moderated t-statistics also have increased degrees of freedom, representing the extra information gained by borrowing information across cDNAs [77].
These models shrink unstable risks toward the local mean risk by "borrowing" information between areas.
The higher power is yielded by borrowing information across genes to produce a better expression variance estimator.
More suggestions(18)
by drawing information from
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by synthesizing information from
by adding information from
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by pulling information from
by seeking information from
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by abstracting information from
by borrowing strength from
by combining information from
by using information from
by processing information from
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