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SIAM Journal on Computing
Article . 1979 . Peer-reviewed
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Optimal Evaluation of Pairs of Bilinear Forms

Optimal evaluation of pairs of bilinear forms
Authors: Joseph F. JáJá;

Optimal Evaluation of Pairs of Bilinear Forms

Abstract

A large class of multiplication problems in arithmetic complexity can be viewed as the simultaneous evaluation of a set of bilinear forms. This class includes the multiplication of matrices, polynomials, quaternions, Cayley and complex numbers. Considering bilinear algorithms, the optimal number of non-scalar multiplications can be described as the rank of a three-tensor or as the smallest number of rank one matrices necessary to include a given set of matrices in their span. In this paper, we attack a rather large subclass of three-tensors, namely that of (p, q, 2) tensors, for arbitrary p and q, and solve it completely. The complexity of a general pair of bilinear forms is determined explicitly in terms of parameters related to Kronecker's theory of pencils and to the theory of invariant polynomials. This reveals unexpected results and shows explicitly the dependence on the algebraic structure of the constants; we display, for example, a pair of n x n bilinear forms whose complexity is n + 1 over infinite fields and which, however, requires exactly n+[(n-1) ¦k] multiplications over a finite field with cardinality k. Another consequence of our results is that any set of m, p x q, bilinear forms require at most m/2(min(p+q/2, q+p/2)) multiplications over any field.

Related Organizations
Keywords

Analysis of algorithms and problem complexity, algebraic complexity, multiplication problems, simultaneous evaluation of a set of bilinear forms, Quadratic and bilinear forms, inner products, Algorithms in computer science, bilinear algorithms, Computer aspects of numerical algorithms, tensor rank

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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!
61
Top 10%
Top 1%
Top 10%
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