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Finally, a polymorphic linear algebra language (Pearl)

Abstract:

Many different data analytics tasks boil down to linear algebra primitives. In practice, for each different type of workload, data scientists use a particular specialised library. In this paper, we present Pilatus, a polymorphic iterative linear algebra language, applicable to various types of data analytics workloads. The design of this domain-specific language (DSL) is inspired by both mathematics and programming languages: its basic constructs are borrowed from abstract algebra, whereas th...

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Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.4230/LIPIcs.ECOOP.2019.25

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Institution:
University of Oxford
Division:
MPLS Division
Department:
Computer Science
Department:
Unknown
Role:
Author
Publisher:
Schloss Dagstuhl - Leibniz-Zentrum für Informatik
Host title:
LIPIcs
Journal:
lipics More from this journal
Volume:
134
Pages:
25:1-25:29
Publication date:
2019-07-12
Acceptance date:
2019-04-01
DOI:
EISSN:
1868-8969
ISBN:
9783959771115
Keywords:
Pubs id:
pubs:1013121
UUID:
uuid:fbad84a5-2a61-451a-8a1a-81b93748d54b
Local pid:
pubs:1013121
Source identifiers:
1013121
Deposit date:
2019-06-13

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