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First, compared with ADM-ISTA-DL, both ADM-FISTA-DL and our ALM-DL exhibit faster convergence, with the iterative process, ADM-FISTA-DL behaves slower increase of ALN since they use FISTA in the inner minimization such that has quicker reduction of ALN under the predefined iteration number; our ALM-DL behaves faster decrease of RMSE due to the accelerated update of variables z and y.
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Contemporary updates of variables predicting outcome will provide more accurate information for prognostic models and may aid clinical decision-making.
Changes of Step 5: There is no update of dual variables and approximate gradients.
The DPM executes a behaviour resulting in the update of command variables and hardware component parameters.
Code optimisations have been applied on two computational kernels exhibiting different computational patterns: the update of flow variables and the evaluation of the Roe numerical fluxes.
Finally, the update of design variables is determined by comparing the local ESED and the current reference interval of SED, e.g., the increment of a relative density is nonzero if the local ESED is out of the current reference interval.
The iterative optimization procedure consists of calculation of nonlinear normal modes, solving an adjoint equation system for sensitivity analysis and an update of design variables using a mathematical programming tool.
There can also be dependencies between the mutual update of several variables in the same step.
Cox proportional hazards models were also constructed using time-dependent updated means of variables significant in models using baseline characteristics.
An update of a variable may depend on the value of itself as well as the values of other variables.
Since in each step of the iterative algorithm we solve a convex subproblem to update one set of variables, the conditional update of each set will either decrease or maintain the objective function (9a).
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