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Then, compute the gradient vector u0 = ∂T/∂θ at θ0. Solve the equation H T u = u0 by the Incomplete Cholesky Conjugate Gradient (ICCG) method (e.g., Mori, 1986) to get the vector u for the direction of the next Linear Search in step (B) until the function T attains the maximum overall θ, which is the maximum posterior (MAP) solution for the given τ.
In this case the optimal assignment of x is the maximum posterior (MAP) assignment: Finding the MAP can be a computationally difficult problem.
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The optimal decoding schemes, such as the maximum likelihood (ML) or maximum a posterior (MAP) [42] decoders which can be implemented via the Viterbi and BCJR algorithms on the trellis, will suffer from the unaffordable complexity in practice.
Maximum posterior probability (MAP) criterion is adopted to perform spectrum sensing.
Then, we exploit this as a priori information to design a maximum a posterior (MAP) estimator.
The hard segmentation step is formulated as a Maximum A Posterior (MAP) estimation problem, where we iteratively perform depth refinement and bi-layer classification to achieve optimal results.
Then, by using the Maximum a Posterior (MAP) estimation, the proposed method performs the simultaneous resolution enhancement and motion blur removal.
Ancuti et al. [10] utilized maximum a posterior (MAP) estimation and high-quality photographs to provide the prior information for HR frames.
The theoretical and experimental analysis by Levin et al. [8] demonstrated the advantages of VB over maximum a posterior (MAP) and inspired a number of VB-based blind deconvolution algorithms [7, 8, 14, 15].
Thirdly, the suboptimal unbiased constant noise statistic estimator based on the principle of maximum a posterior (MAP) is derived; on this basis, the recursive formula of the time variant noise statistic estimator using exponential weighted method is provided and then the implementation process of the ARSCKF algorithm is constructed.
The acquired three-dimensional emission data were reconstructed using a maximum a posterior (MAP) reconstruction method with attenuation correction.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com