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zbMATH Open
Article . 1987
Data sources: zbMATH Open
SIAM Journal on Algebraic and Discrete Methods
Article . 1987 . Peer-reviewed
Data sources: Crossref
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The Null Space Problem II. Algorithms

The null space problem. II: Algorithms
Authors: Colemann, Thomas F.; Pothen, Alex;

The Null Space Problem II. Algorithms

Abstract

[For part I see ibid. 7, 527-537 (1986; Zbl 0608.65024).] Two algorithms are suggested for calculating a sparse basis of the null- space of matrix with full row rank. Each consists of the two phases: first (the combinatorial phase) identifies a minimal dependent set of columns by finding a matching in the bipartite graph of the matrix; second (the numerical, and more time-consuming, phase) calculates nonzero coefficients of the null-vectors from this dependent set. Linear independency is ensured by restricting a basis to be triangular or fundamental (with an identity matrix). Numerical results and experience are presented.

Keywords

Computational methods for sparse matrices, Numerical mathematical programming methods, Nonlinear programming, sparse matrices, bipartite graph, Other matrix algorithms, Numerical results, linear programming, null-space, combinatorial phase

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
105
Top 10%
Top 1%
Top 10%
bronze