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Gatzianas et al. [5] considered a cross-layer resource allocation problem to maximize the total system utility, and Ho and Zhang [6] studied the throughput maximization with causal side information and full side information for wireless communication systems.
In this work, we discuss the outage throughput maximization with imperfect CSI.
This is achieved classically by likelihood maximization with the Expection-Maximization (EM) algorithm (see [23]).
The greedy data source is assumed to focus on the utility maximization with efficient harvested energy usage.
This renders network lifetime maximization with battery-powered nodes useless if the lifespan goes beyond this number [13].
The problem we are studying is quite different with the sum-rate maximization with water filling for instance.
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There's a historical definition, having to do with the "marginal revolution" of the late 19th century and all that, but what I think we mean in practice is economics based on maximization-with-equilibrium.
In the paper entitled "Iterative estimation algorithms using conjugate function lower bound and minorization-maximization with applications in image denoising," G. Deng and W.-Y. Ng propose a generalized algorithm for wavelet domain image denoising by solving the MAP estimation problems under a linear Gaussian observation model.
This overall maximization can be eventually attained by repeating alternate procedures of the separated maximizations with respected to the parameters (coefficients) and hyper-parameters (weights) described as follows.
The frequencies of expected haplotypes were estimated by using the statistical methodologies implemented by HPlus software [ 21], which infers haplotypes based on expectation-maximization with a modified progressive ligation computational algorithm.
To address the problem of missing data, we will run multiple imputations using the R-package Amelia II (The R Foundation for Statistical Computing, Vienna, Austria) which performs expectation-maximization with bootstrapping algorithms [ 63– 63].
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CEO of Professional Science Editing for Scientists @ prosciediting.com