DOI

Let A ∈ {0, 1}n×n be a matrix with z zeroes and u ones and x be an n-dimensional vector of formal variables over a semigroup (S, ◦). How many semigroup operations are required to compute the linear operator Ax? As we observe in this paper, this problem contains as a special case the well-known range queries problem and has a rich variety of applications in such areas as graph algorithms, functional programming, circuit complexity, and others. It is easy to compute Ax using O(u) semigroup operations. The main question studied in this paper is: can Ax be computed using O(z) semigroup operations? We prove that in general this is not possible: there exists a matrix A ∈ {0, 1}n×n with exactly two zeroes in every row (hence z = 2n) whose complexity is Θ(nα(n)) where α(n) is the inverse Ackermann function. However, for the case when the semigroup is commutative, we give a constructive proof of an O(z) upper bound. This implies that in commutative settings, complements of sparse matrices can be processed as efficiently as sparse matrices (though the corresponding algorithms are more involved). Note that this covers the cases of Boolean and tropical semirings that have numerous applications, e.g., in graph theory. As a simple application of the presented linear-size construction, we show how to multiply two n × n matrices over an arbitrary semiring in O(n2) time if one of these matrices is a 0/1-matrix with O(n) zeroes (i.e., a complement of a sparse matrix).

Язык оригиналаанглийский
Название основной публикации30th International Symposium on Algorithms and Computation, ISAAC 2019
РедакторыPinyan Lu, Guochuan Zhang
ИздательSchloss Dagstuhl- Leibniz-Zentrum fur Informatik GmbH, Dagstuhl Publishing
ISBN (электронное издание)9783959771306
DOI
СостояниеОпубликовано - дек 2019
Событие30th International Symposium on Algorithms and Computation, ISAAC 2019 - Shanghai, Китай
Продолжительность: 8 дек 201911 дек 2019

Серия публикаций

НазваниеLeibniz International Proceedings in Informatics, LIPIcs
Том149
ISSN (печатное издание)1868-8969

конференция

конференция30th International Symposium on Algorithms and Computation, ISAAC 2019
Страна/TерриторияКитай
ГородShanghai
Период8/12/1911/12/19

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