Facial Reduction and SDP Methods for Systems of Polynomial Equations
@article{Reid2015FacialRA, title={Facial Reduction and SDP Methods for Systems of Polynomial Equations}, author={Gregory J. Reid and Fei Wang and Henry Wolkowicz and Wenyuan Wu}, journal={ArXiv}, year={2015}, volume={abs/1504.00931} }
The real radical ideal of a system of polynomials with finitely many complex roots is generated by a system of real polynomials having only real roots and free of multiplicities. It is a central object in computational real algebraic geometry and important as a preconditioner for numerical solvers. Lasserre and co-workers have shown that the real radical ideal of real polynomial systems with finitely many real solutions can be determined by a combination of semi-definite programming (SDP) and…
5 Citations
Computing the generators of the truncated real radical ideal by moment matrices and SDP facial reduction
- Mathematics, Computer Science
- 2016
A method to compute the generators of the real radical for any given degree $d$, which combines the use of moment matrices and techniques from SDP optimization: facial reduction first developed by Borwein and Wolkowicz.
Finding Maximum Rank Moment Matrices by Facial Reduction and Douglas-Rachford Method on Primal Form
- Computer Science, Mathematics
- 2016
How to compute the moment matrix and its kernel using facial reduction techniques where the maximum rank property can be guaranteed by solving the dual problem is discussed.
Finding maximum rank moment matrices by facial reduction on primal form and Douglas-Rachford iteration
- MathematicsACCA
- 2017
This work discusses how to compute the moment matrix and its kernel using facial reduction techniques where the maximum rank property can be guaranteed by solving the dual problem.
Facial Reduction for Symmetry Reduced Semidefinite Doubly Nonnegative Programs
- Computer Science
- 2019
This work considers both facial reduction, FR, and symmetry reduction, SR, techniques for semidefinite programming, SDP, and shows that the combination of FR and SR leads to a significant improvement in both numerical stability and running time for both the ADMM and interior point approaches.
Convex Relaxation For Hard Problem In Data Mining And Sensor Localization
- Computer Science
- 2017
Abstract : During the three-year period of the grant, the PI's discovered new, faster and more robust optimization solvers and also new methodologies for using optimization to find hidden structure…
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