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However, conventional methods suffer from inaccurate conditional relevance evaluation when a large number of labels are involved.
Using a scalable relevance evaluation process that evaluates conditional relevance more accurately, the proposed method significantly improves multi-label learning accuracy compared with conventional multi-label feature selection methods.
But this doctrine of "conditional relevance" has been criticised on two separate arguments: first, that evidence that is said to be "conditionally" relevant is already relevant or, secondly, that no evidence is ever relevant in its own right (Ball 1980; Allen 1992, Wigmore 1983a, §14.1; cf. Nance 1990, Friedman 1994).
Hence, tissue entrainment may also have conditional relevance.
To identify differentially activated TFs for two-sample comparisons, we propose incorporating two tests measuring different aspects of the conditional relevance of a TF.
First, we tested the BN-BMLA method in a case control setup using artificial datasets for identifying interactions and conditional relevance [ 12].
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Those situations relate to input data quality (e.g. clustered points, mixed and scarce data, approximate location) or some assumptions that are considered unreasonable (e.g. map areas relevance, conditional independence).
Specifically, we suggest here that the BIN model outlined above can be applied to similarity-based virtual screening by replacing the index terms, documents, query and conditional probability of relevance in Figure 1 by substructural fragments, database structures, reference structure and conditional probability of activity, respectively.
We used different scenarios to illustrate the relevance of Conditional Observe as an extension to the Normal Observe functionality of CoAP.
Thus, it can be inferred that simple conditional probability can reflect relevance between domain and GO term partly but not enough.
This introduces a variant of the so-called 'paradoxes of material implication' (Relevance Logic, Conditionals 2.3; Lemmon 59-60, 82).
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CEO of Professional Science Editing for Scientists @ prosciediting.com