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Ghostbusters: A Parts-based NMF Algorithm
Telecommunications Software and Systems Group, WIT, Ireland.ORCID iD: 0000-0002-3912-1470
2013 (English)In: IEEE Irish Signals and Systems Conference / [ed] IET, IEEE, IET, 2013, 1-8 p.Conference paper, Published paper (Refereed)
Abstract [en]

An exact nonnegative matrix decomposition algorithm is proposed. This is achieved by 1) Taking a nonlinear approximation of a sparse real-valued dataset at a given tolerance-to-error constraint, c; Choosing an arbitrary lectic ordering on the rows or column entries; And, then systematically applying a closure operator, so that all closures are selected. Assuming a nonnegative hierarchical closure structure (a Galois lattice) ensures the data has a unique ordered overcomplete dictionary representation. Parts-based constraints on these closures can then be used to specify and supervise the form of the solution. We illustrate that this approach outperforms NMF on two standard NMF datasets: it exhibits the properties described above; It is correct and exact.

Place, publisher, year, edition, pages
IET, 2013. 1-8 p.
Keyword [en]
Nonnegative Matrix Factorization, Lectic Orderings, Unique Solutions
National Category
Computer Systems Signal Processing
Research subject
Applied and Computational Mathematics
Identifiers
URN: urn:nbn:se:kth:diva-173815DOI: 10.1049/ic.2013.0050OAI: oai:DiVA.org:kth-173815DiVA: diva2:855009
Conference
IEEE Irish Signals and Systems Conference
Projects
EOLAS
Note

QC 20150921

Available from: 2015-09-18 Created: 2015-09-18 Last updated: 2015-09-21Bibliographically approved

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Publisher's full texthttp://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6621236

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de Fréin, Ruairí

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Citation style
  • apa
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  • ieee
  • modern-language-association-8th-edition
  • vancouver
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More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf