Stability and complexity of mixed discriminants
HTML articles powered by AMS MathViewer
- by Alexander Barvinok;
- Math. Comp. 89 (2020), 717-735
- DOI: https://doi.org/10.1090/mcom/3468
- Published electronically: August 27, 2019
- HTML | PDF | Request permission
Abstract:
We show that the mixed discriminant of $n$ positive semidefinite $n \times n$ real symmetric matrices can be approximated within a relative error $\epsilon >0$ in quasi-polynomial $n^{O(\ln n -\ln \epsilon )}$ time, provided the distance of each matrix to the identity matrix in the operator norm does not exceed some absolute constant $\gamma _0 >0$. We deduce a similar result for the mixed discriminant of doubly stochastic $n$-tuples of matrices from the Marcus-Spielman-Srivastava bound on the roots of the mixed characteristic polynomial. Finally, we construct a quasi-polynomial algorithm for approximating the sum of $\nu$th powers of principal minors of a matrix, for an integer $\nu \geq 1$, provided the operator norm of the matrix is strictly less than 1. As is shown by Gurvits, for $\nu =2$ the problem is $\#P$-hard and covers the problem of computing the mixed discriminant of positive semidefinite matrices of rank 2.References
- A. D. Alexandrov, On the theory of mixed volumes of convex bodies. IV. Mixed discriminants and mixed volumes (Russian), Matematicheskii Sbornik (Novaya Seriya) 3, 1938, pp. 227–251
- R. B. Bapat and T. E. S. Raghavan, Nonnegative matrices and applications, Encyclopedia of Mathematics and its Applications, vol. 64, Cambridge University Press, Cambridge, 1997. MR 1449393, DOI 10.1017/CBO9780511529979
- Alexander Barvinok, Polynomial time algorithms to approximate permanents and mixed discriminants within a simply exponential factor, Random Structures Algorithms 14 (1999), no. 1, 29–61. MR 1662270, DOI 10.1002/(SICI)1098-2418(1999010)14:1<29::AID-RSA2>3.0.CO;2-X
- Alexander Barvinok, Combinatorics and complexity of partition functions, Algorithms and Combinatorics, vol. 30, Springer, Cham, 2016. MR 3558532, DOI 10.1007/978-3-319-51829-9
- L. Elisa Celis, Amit Deshpande, Tarun Kathuria, Damian Straszak, and Nisheeth K. Vishnoi, On the complexity of constrained determinantal point processes, Approximation, randomization, and combinatorial optimization. Algorithms and techniques, LIPIcs. Leibniz Int. Proc. Inform., vol. 81, Schloss Dagstuhl. Leibniz-Zent. Inform., Wadern, 2017, pp. Art. No. 36, 22. MR 3695603
- Diego Cifuentes and Pablo A. Parrilo, An efficient tree decomposition method for permanents and mixed discriminants, Linear Algebra Appl. 493 (2016), 45–81. MR 3452726, DOI 10.1016/j.laa.2015.12.004
- Leonid Gurvits, On the complexity of mixed discriminants and related problems, Mathematical foundations of computer science 2005, Lecture Notes in Comput. Sci., vol. 3618, Springer, Berlin, 2005, pp. 447–458. MR 2237389, DOI 10.1007/11549345_{3}9
- Leonid Gurvits and Alex Samorodnitsky, A deterministic algorithm for approximating the mixed discriminant and mixed volume, and a combinatorial corollary, Discrete Comput. Geom. 27 (2002), no. 4, 531–550. MR 1902676, DOI 10.1007/s00454-001-0083-2
- Mark Jerrum, Alistair Sinclair, and Eric Vigoda, A polynomial-time approximation algorithm for the permanent of a matrix with nonnegative entries, J. ACM 51 (2004), no. 4, 671–697. MR 2147852, DOI 10.1145/1008731.1008738
- A. Kulesza and B. Taskar, Determinantal point processes for machine learning, preprint arXiv:1207.6083, 2012
- Adam Marcus and Nikhil Srivastava, The solution of the Kadison-Singer problem, Current developments in mathematics 2016, Int. Press, Somerville, MA, 2018, pp. 111–143. MR 3837874
- Adam W. Marcus, Daniel A. Spielman, and Nikhil Srivastava, Interlacing families II: Mixed characteristic polynomials and the Kadison-Singer problem, Ann. of Math. (2) 182 (2015), no. 1, 327–350. MR 3374963, DOI 10.4007/annals.2015.182.1.8
- Viresh Patel and Guus Regts, Deterministic polynomial-time approximation algorithms for partition functions and graph polynomials, SIAM J. Comput. 46 (2017), no. 6, 1893–1919. MR 3738853, DOI 10.1137/16M1101003
Bibliographic Information
- Alexander Barvinok
- Affiliation: Department of Mathematics, University of Michigan, Ann Arbor, Michigan 48109-1043
- MR Author ID: 237145
- Email: barvinok@umich.edu
- Received by editor(s): November 26, 2018
- Received by editor(s) in revised form: April 17, 2019, and May 26, 2019
- Published electronically: August 27, 2019
- Additional Notes: This research was partially supported by NSF grants DMS 1361541 and DMS 1855428
- © Copyright 2019 American Mathematical Society
- Journal: Math. Comp. 89 (2020), 717-735
- MSC (2010): Primary 15A15, 15B48, 68W25, 41A10
- DOI: https://doi.org/10.1090/mcom/3468
- MathSciNet review: 4044448