Author
Voronin, S
Martinsson, P-G
Journal title
ADVANCES IN COMPUTATIONAL MATHEMATICS
DOI
10.1007/s10444-016-9494-8
Issue
3
Volume
43
Last updated
2018-12-31T08:00:45.61+00:00
Page
495-516
Abstract
The manuscript describes efficient algorithms for the computation of the CUR
and ID decompositions. The methods used are based on simple modifications to
the classical truncated pivoted QR decomposition, which means that highly
optimized library codes can be utilized for implementation. For certain
applications, further acceleration can be attained by incorporating techniques
based on randomized projections. Numerical experiments demonstrate advantageous
performance compared to existing techniques for computing CUR factorizations.
Symplectic ID
691630
Download URL
http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000401448400002&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=4fd6f7d59a501f9b8bac2be37914c43e
Publication type
Journal Article
Publication date
June 2017
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