Conference item icon

Conference item

Coupled tensor decomposition: A step towards robust components

Abstract:

Combining information present in multiple datasets is one of the key challenges to fully benefit from the increasing availability of data in a variety of fields. Coupled tensor factorization aims to address this challenge by performing a simultaneous decomposition of different tensors. However, tensor factorization tends to suffer from a lack of robustness as the number of components affects the results to a large extent. In this work, a general framework for coupled tensor factorization is b...

Expand abstract
Publication status:
Published
Peer review status:
Peer reviewed

Actions


Access Document


Files:
Publisher copy:
10.1109/EUSIPCO.2016.7760460

Authors


More by this author
Institution:
University of Oxford
Oxford college:
Somerville College
Role:
Author
Belgian National Fund for Scientific Research More from this funder
Interuniversity Attraction Poles Programme More from this funder
Publisher:
Institute of Electrical and Electronics Engineers Publisher's website
Journal:
European Signal Processing Conference Journal website
Host title:
European Signal Processing Conference 2016 (EUSIPCO 2016)
Publication date:
2016-12-01
Acceptance date:
2016-05-28
DOI:
ISSN:
2219-5491
Source identifiers:
729742
ISBN:
9780992862657
Pubs id:
pubs:729742
UUID:
uuid:1b9883dd-2126-4a92-b743-72e91b6542ca
Local pid:
pubs:729742
Deposit date:
2017-09-22

Terms of use


Views and Downloads






If you are the owner of this record, you can report an update to it here: Report update to this record

TO TOP