Optimal Parameter Selection for the Alternating Direction Method of Multipliers (ADMM): Quadratic Problems


The alternating direction technique of multipliers (ADMM) has emerged as a robust technique for massive-scale structured optimization. Despite many recent results on the convergence properties of ADMM, a quantitative characterization of the impact of the algorithm parameters on the convergence times of the tactic is still lacking. During this paper we notice the optimal algorithm parameters that minimize the convergence factor of the ADMM iterates in the context of $ell_2 $-regularized minimization and constrained quadratic programming. Numerical examples show that our parameter selection rules significantly outperform existing alternatives in the literature.

Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here

PROJECT TITLE :Optimal parameter style of fractional order management based INC-MPPT forPV systemABSTRACT:A comprehensive and straightforward methodology for optimal parameter style of Fractional Order management primarily based
PROJECT TITLE :New Bound on Partial Hamming Correlation of Low-Hit-Zone Frequency Hopping Sequences and Optimal Constructions - 2018ABSTRACT:During this letter, a brand new bound on partial Hamming correlation (PHC) of low-hit-zone
PROJECT TITLE :New Automatic Modulation Classifier Using Cyclic-Spectrum Graphs With Optimal Training Features - 2018ABSTRACT:A new feature-extraction paradigm for graph-based automatic modulation classification is proposed in
PROJECT TITLE :Hybrid Phased-MIMO Radar: A Novel Approach With Optimal Performance Under Electronic Countermeasures - 2018ABSTRACT:This letter presents a completely unique technique for optimizing the performance of a phased-multi-in
PROJECT TITLE :Optimal Training Design for MIMO Systems With General Power Constraints - 2018ABSTRACT:Coaching design for general multiple-input multiple-output (MIMO) systems is investigated during this Project. Unlike previous

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry