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These two exponential family models are taken as an example through which we specify a general scheme for network inference from multiple potentially nonidentical data distributions.
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The 'collaborative' nature of the CAWF springs from the fusion of multiple, potentially non-local, patches.
In reality, multiple potentially complex ecological interactions are involved, and these comprise food webs.
CD95 is coupled to multiple potentially tumorigenic signaling pathways.
The theorem below presents our main result: Given observations of the form (2), if one performs multiple, independent, nonidentical hypothesis tests of the form (5) and decides according to (7), then the worst-case pFDR given by pFDRmax=maxj∈{1,…,m}pFDR j), satisfies the following bound: pFDR max ≤ min 1, ( P e ) max 1 − p max − ( P e ) max (11).
But now we will see multiple courts potentially ruling NSA surveillance unconstitutional.
He adds that "the threats facing the United States today are real, multiple, and potentially devastating".
This is another instance where our extension of pFDR-based analysis towards simultaneous testing of multiple, independent, and nonidentical hypothesis tests (8) is very significant.
We present a stochastic model for intermediate storage in a two-stage process with multiple, nonidentical parallel units in each stage.
We analyze this detector by extending the positive FDR (pFDR) error measure introduced by Storey to characterize the errors encountered in performing multiple, independent and nonidentical hypothesis tests simultaneously[48].
The pFDR for multiple, nonidentical hypothesis tests can be defined in terms of the significance regions as follows: pFDR ( j ) Γ = E V Γ R Γ R Γ > 0 (8).
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