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The Ethereal
Expressive power of linear algebra query languages
October 26, 2020 ยท The Ethereal ยท ๐ ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems
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Authors
Floris Geerts, Thomas Muรฑoz, Cristian Riveros, Domagoj Vrgoฤ
arXiv ID
2010.13717
Category
cs.CC: Computational Complexity
Cross-listed
cs.DB,
cs.DS
Citations
12
Venue
ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems
Last Checked
1 month ago
Abstract
Linear algebra algorithms often require some sort of iteration or recursion as is illustrated by standard algorithms for Gaussian elimination, matrix inversion, and transitive closure. A key characteristic shared by these algorithms is that they allow looping for a number of steps that is bounded by the matrix dimension. In this paper we extend the matrix query language MATLANG with this type of recursion, and show that this suffices to express classical linear algebra algorithms. We study the expressive power of this language and show that it naturally corresponds to arithmetic circuit families, which are often said to capture linear algebra. Furthermore, we analyze several sub-fragments of our language, and show that their expressive power is closely tied to logical formalisms on semiring-annotated relations.
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