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Figure 1 | BMC Systems Biology

Figure 1

From: Nested sampling for parameter inference in systems biology: application to an exemplar circadian model

Figure 1

Nested sampling. Nested sampling: On each iteration, the worst sample (likelihood = L*) in the set of n active points is replaced by a new sample chosen uniformly at random within the likelihood contour defined by L*. For n=2, the enclosed prior mass X shrinks by a factor of 2 on average as illustrated. The evidence integral is computed from the resulting estimates of Δ X i and the likelihood of each eliminated sample. Note that the likelihood contours in parameter space (left) are shown schematically and are not assumed to be uni-modal or aligned to the parameter axes.

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