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When quoting this document, please refer to the following
DOI: 10.4230/LIPIcs.ITCS.2017.55
URN: urn:nbn:de:0030-drops-81667
URL: http://dagstuhl.sunsite.rwth-aachen.de/volltexte/2017/8166/
Ivanyos, Gábor ;
Qiao, Youming ;
Subrahmanyam, K Venkata
Constructive Non-Commutative Rank Computation Is in Deterministic Polynomial Time
Abstract
Let {\mathcal B} be a linear space of matrices over a field {\mathbb spanned by n\times n
matrices B_1, \dots, B_m. The non-commutative rank of {\mathcal B}$ is the minimum r\in {\mathbb N} such that there exists U\leq {\mathbb F}^n satisfying \dim(U)-\dim( {\mathcal B} (U))\geq
n-r, where {\mathcal B}(U):={\mathrm span}(\cup_{i\in[m]} B_i(U)).
Computing the non-commutative rank generalizes some well-known problems including the bipartite graph maximum
matching problem and the linear matroid intersection problem.
In this paper we give a deterministic polynomial-time algorithm to compute the
non-commutative rank over
any field {\mathbb F}. Prior to our work, such
an
algorithm was only known over the rational number field {\mathbb Q}, a result due to Garg et al, [GGOW]. Our algorithm is constructive and produces a witness
certifying the non-commutative rank, a feature that is missing in the algorithm from [GGOW].
Our result is built on techniques which we developed in a previous paper [IQS1], with a new reduction procedure that
helps to keep the blow-up parameter small. There are two ways to realize this
reduction. The first involves constructivizing a key result
of Derksen and Makam [DM2] which they developed in order to prove that the null cone
of matrix semi-invariants is cut out by generators whose degree is polynomial in the size of the matrices involved. We also give a second, simpler method to achieve this. This
gives another proof of the polynomial upper bound on the degree of the generators cutting out the null cone of matrix
semi-invariants.
Both the invariant-theoretic result and the algorithmic result rely crucially
on the regularity lemma proved in [IQS1]. In
this paper we improve on the constructive version of the regularity lemma from [IQS1] by removing a technical coprime
condition that was assumed there.
BibTeX - Entry
@InProceedings{ivanyos_et_al:LIPIcs:2017:8166,
author = {G{\'a}bor Ivanyos and Youming Qiao and K Venkata Subrahmanyam},
title = {{Constructive Non-Commutative Rank Computation Is in Deterministic Polynomial Time}},
booktitle = {8th Innovations in Theoretical Computer Science Conference (ITCS 2017)},
pages = {55:1--55:19},
series = {Leibniz International Proceedings in Informatics (LIPIcs)},
ISBN = {978-3-95977-029-3},
ISSN = {1868-8969},
year = {2017},
volume = {67},
editor = {Christos H. Papadimitriou},
publisher = {Schloss Dagstuhl--Leibniz-Zentrum fuer Informatik},
address = {Dagstuhl, Germany},
URL = {http://drops.dagstuhl.de/opus/volltexte/2017/8166},
URN = {urn:nbn:de:0030-drops-81667},
doi = {10.4230/LIPIcs.ITCS.2017.55},
annote = {Keywords: invariant theory, non-commutative rank, null cone, symbolic determinant identity testing, semi-invariants of quivers}
}
Keywords: |
|
invariant theory, non-commutative rank, null cone, symbolic determinant identity testing, semi-invariants of quivers |
Collection: |
|
8th Innovations in Theoretical Computer Science Conference (ITCS 2017) |
Issue Date: |
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2017 |
Date of publication: |
|
28.11.2017 |