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However, these methods provide no protection to the output of computation, and thus cannot be directly used for disseminating sensitive data.
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In applications, one often wants to compare the output of a computation for a certain data set with the output for a null model.
If one wants to use PH in applications, one thus needs a reliable way to apply statistical methods to the output of the computation of PH.
given the output of the computation, one cannot tell if any specific data item was used as part of the input because the probability of producing this output would have been the same even without that item.
As much data as possible is parsed from the output of a computation and added to the CIF data items defined by cif_tcod.dic and cif_dft.dic dictionaries, including energy terms and convergence criteria.
Moreover, after computing the likelihood by means of the current observation Y ℓ (k), the likelihood remains a function g(S) of the unknown speech DFT coefficient S (cf. output of 'Likelihood Computation' in Figure 2).
The output of the computation was the simulated forward movement of the animal through the water.
Posterior predictive parameter distribution as an output of MCMC computation represents parameter variability.
It adds noise drawn from a Laplacian distribution, L a p l a c e (0, Δ f / ε ), to the output of a computation on the dataset.
Indeed, there is a long historical tradition of analog computations which use continuous physical processes (Dewdney 1984), and the output of these computations is validated either by repetitive "runs" or by validating the physical theory that presumably governs the behavior of the analog computer.
Parallel tile self-assembly and ligation led to the formation of reporter DNA strands which encoded both the input and the output of the computations.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com