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If the brain works in the Bayesian way, it would optimally use the prior knowledge".
Our objective in this paper is to show coastal engineers how to use the prior knowledge with the most current information to improve the safety of flood defense systems.
In contrast to other model free machine-learning based methods, the deployed Bayesian framework could fully use the prior knowledge of Minor Allele Frequency, which benefits BHIT to become much more adaptive in different settings of datasets.
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In our problem, the local PSF estimates are far from being equally reliable (e.g., because of inhomogeneities of the local density of stars, different brightness, background effects, etc).. Using the prior knowledge of the PSF field being smooth helps us to discount the outliers' effect on the estimation, and, thus, to improve the results.
Electrical impedance tomography (EIT), which has high temporal characteristics, has been used as an imaging modality to estimate the void boundaries, using the prior knowledge of conductivities.
Using the prior knowledge of the 3D structure of the scene as well as camera calibration, the system localizes humans as they navigate the scene.
The kernel density estimation method analyzes the data distribution without using the prior knowledge of data distribution and without making any assumptions to data distribution.
β denotes the slope of clutter ridge, which can be computed using the prior knowledge of platform velocity, the inter-element spacing value of antenna array, and the PRF.
Beside using probabilistic and anatomical priors for hippocampus segmentation [75], Chupin et al. [76, 77] also developed a fully automatic method called SACHA, which uses the prior knowledge on the location of the hippocampus and amygdala derived from a probabilistic atlas and on the relative positions of these structures with respect to the automatically identified landmarks [38].
In the first step, the method builds the hierarchical tree without using the prior knowledge.
Also, while the assembly was performed without using the prior knowledge of the previously sequenced R. prowazekii Madrid E genome [ 11], the assembly could be validated using it.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com