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Federated predictive load balancing for adaptive resource management in fog computing. [PDF]
Sharma A +3 more
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Sexual risk behaviours and population size estimation of men who have sex with men in Bhutan: a cross-sectional survey. [PDF]
Khandu L +6 more
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System-level FPGA validation of a trainable and robust multiplier-free spiking neural network. [PDF]
Li Q, Zhang L.
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Step-Wise Dual Dynamic DPSGD: Enhancing Performance on Imbalanced Medical Datasets with Differential Privacy. [PDF]
Huang X, Xie F.
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Computational Mathematics and Mathematical Physics, 2012
Summary: The paper is devoted to the analysis of the influence of the critical Lagrange multipliers on the convergence rate of the multiplier method and the efficiency of various techniques for accelerating the final stage of this method.
Alexey Izmailov
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Summary: The paper is devoted to the analysis of the influence of the critical Lagrange multipliers on the convergence rate of the multiplier method and the efficiency of various techniques for accelerating the final stage of this method.
Alexey Izmailov
exaly +3 more sources
A New Lagrangian Multiplier Method
2012 Fifth International Joint Conference on Computational Sciences and Optimization, 2012In this paper, a new augmented Lagrangian function with 4-piecewise linear NCP function is introduce for the solution of nonlinear prgramming problems with equality constrained and ineqality constaianed. It is proved that a solution of the original constrained problem and corresponding values of Lagrange multipliers can be found by solving a ...
Youlin Shang, Shengli Guo, Muhua Liu
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Approximations to the Multiplier Method
SIAM Journal on Numerical Analysis, 1985The author analyzes approximations to the multiplier method for solving optimization problems. In particular, the effect of replacing the constrained problem by the unconstrained optimization of a penalized Lagrangian over a subspace instead of a Hilbert space, is considered. Some applications to nonlinear optimal control are discussed.
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On simplifying the primal-dual method of multipliers
2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2016Recently, the primal-dual method of multipliers (PDMM) has been proposed to solve a convex optimization problem defined over a general graph. In this paper, we consider simplifying PDMM for a subclass of the convex optimization problems. This subclass includes the consensus problem as a special form.
Zhang, G. (author) +1 more
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The role of the multipliers in the multiplier method
Journal of Optimization Theory and Applications, 1985The paper studies the role of the multipliers when the multiplier method is applied as a computational technique for minimizing penalized cost functionals for optimal control problems characterized by linear systems and integral quadratic costs.
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