Combinatorial algorithms for computing column space bases that have sparse inverses
Electronic transactions on numerical analysis, Tome 22 (2006), pp. 122-145
This paper presents a new combinatorial approach towards constructing a sparse, implicit basis for the null space of a sparse, under-determined matrix . Our approach is to compute a column space basis of
that has a sparse inverse, which could be used to represent a null space basis in implicit form. We investigate three different algorithms for computing column space bases: two greedy algorithms implemented using graph matchings, and a third, which employs a divide and conquer strategy implemented with hypergraph partitioning followed by a matching. Our results show that for many matrices from linear programming, structural analysis, and circuit simulation, it is possible to compute column space bases having sparse inverses, contrary to conventional wisdom.
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Classification :
65F50, 68R10, 90C20
Keywords: sparse column space basis, sparse null space basis, block angular matrix, block diagonal matrix, matching, hypergraph partitioning, inverse of a basis
Keywords: sparse column space basis, sparse null space basis, block angular matrix, block diagonal matrix, matching, hypergraph partitioning, inverse of a basis
@article{ETNA_2006__22__a2,
author = {Pinar, Ali and Chow, Edmond and Pothen, Alex},
title = {Combinatorial algorithms for computing column space bases that have sparse inverses},
journal = {Electronic transactions on numerical analysis},
pages = {122--145},
year = {2006},
volume = {22},
zbl = {1112.65040},
language = {en},
url = {http://geodesic.mathdoc.fr/item/ETNA_2006__22__a2/}
}
TY - JOUR AU - Pinar, Ali AU - Chow, Edmond AU - Pothen, Alex TI - Combinatorial algorithms for computing column space bases that have sparse inverses JO - Electronic transactions on numerical analysis PY - 2006 SP - 122 EP - 145 VL - 22 UR - http://geodesic.mathdoc.fr/item/ETNA_2006__22__a2/ LA - en ID - ETNA_2006__22__a2 ER -
%0 Journal Article %A Pinar, Ali %A Chow, Edmond %A Pothen, Alex %T Combinatorial algorithms for computing column space bases that have sparse inverses %J Electronic transactions on numerical analysis %D 2006 %P 122-145 %V 22 %U http://geodesic.mathdoc.fr/item/ETNA_2006__22__a2/ %G en %F ETNA_2006__22__a2
Pinar, Ali; Chow, Edmond; Pothen, Alex. Combinatorial algorithms for computing column space bases that have sparse inverses. Electronic transactions on numerical analysis, Tome 22 (2006), pp. 122-145. http://geodesic.mathdoc.fr/item/ETNA_2006__22__a2/