How to assess quality of BMF algorithms?
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989592%3A15310%2F16%3A33160378" target="_blank" >RIV/61989592:15310/16:33160378 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1109/IS.2016.7737426" target="_blank" >http://dx.doi.org/10.1109/IS.2016.7737426</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/IS.2016.7737426" target="_blank" >10.1109/IS.2016.7737426</a>
Alternative languages
Result language
angličtina
Original language name
How to assess quality of BMF algorithms?
Original language description
We critically examine the problem of quality assessment of algorithms for Boolean matrix factorization. We argue that little attention is paid to this problem in the literature. We view this problem as a multifaceted one and identify key aspects with respect to which the quality of algorithms should be assessed. Because of its utmost importance, we focus on assessment of quality of sets of factors extracted from Boolean data, propose ways to assess such quality and provide experimental evaluation involving selected factorization algorithms. We argue that the views involved in our proposal, represent reasonable basic standpoints for further systematic approaches to quality assessment.
Czech name
—
Czech description
—
Classification
Type
D - Article in proceedings
CEP classification
IN - Informatics
OECD FORD branch
—
Result continuities
Project
<a href="/en/project/GA15-17899S" target="_blank" >GA15-17899S: Decompositions of Matrices with Boolean and Ordinal Data: Theory and Algorithms</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2016
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
2016 IEEE 8th International Conference on Intelligent Systems, IS 2016 - Proceedings
ISBN
978-1-5090-1353-1
ISSN
—
e-ISSN
—
Number of pages
7
Pages from-to
227-233
Publisher name
Institute of Electrical and Electronics Engineers Inc.
Place of publication
Sofia
Event location
Sofia
Event date
Sep 4, 2016
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
—