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We show that this combined approach results in a more efficient sampling scheme to compute thermodynamic properties.
Gibbs sampling (G eman and G eman 1984) is an alternative MCMC algorithm that can sometimes produce more efficient sampling.
This would pave way for developing new and more efficient sampling methods suitable for use in the tropics.
Additionally more efficient sampling methods for obtaining such posteriors in high dimensional spaces are being developed (Girolami and Calderhead, 2011; Toni et al., 2009).
However, our results provide a proof of principle which may be used as the basis for more efficient sampling strategies in future, for example by using probe molecules in conjunction with an implicit water model.
Meanwhile, a more efficient sampling strategy is adopted to promote the too slow convergence of the basic LCA.
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Each of these inventories has shown movement toward: nationally consistent measurement; more efficient sample designs; implementation of improving technology; expansion of the variables monitored; and scientific transparency.
At any rate, a change of variable might facilitate potentially more efficient MCMC sampling strategies based on multivariate Gaussian proposal densities, for example, in Metropolis sampling schemes [ 13].
BCL Conf is better and more efficient in sampling molecules with greater than three rotatable bonds as indicated in Fig. 5b and Figure S4 (Additional file 1).
This also enables the derivation of dynamic programming, which is far more efficient than sampling.
They are by construction much more efficient in sampling the depth of the transcriptome than the EST sequencing techniques.
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