Comparing corporate financial performance and qualitative information from annual reports using self-organizing maps
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216275%3A25410%2F14%3A39898559" target="_blank" >RIV/00216275:25410/14:39898559 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1109/ICNC.2014.6975816" target="_blank" >http://dx.doi.org/10.1109/ICNC.2014.6975816</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/ICNC.2014.6975816" target="_blank" >10.1109/ICNC.2014.6975816</a>
Alternative languages
Result language
angličtina
Original language name
Comparing corporate financial performance and qualitative information from annual reports using self-organizing maps
Original language description
This paper develops a methodology to extract concepts containing qualitative information from corporate annual reports. The concepts are extracted from the corpus of U.S. corporate annual reports using WordNet ontology and singular value decomposition, and further visualized using self-organizing maps. The methodology makes it possible to easily compare the concepts with future financial performance. The results suggest that annual reports differ in terms of the concepts emphasized reflecting future financial performance.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
AE - Management, administration and clerical work
OECD FORD branch
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Result continuities
Project
<a href="/en/project/GA13-10331S" target="_blank" >GA13-10331S: The role of text information in corporate financial distress prediction models – country-specific and industry-specific approaches</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2014
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
10th International Conference on Natural Computation (ICNC), 2014
ISBN
978-1-4799-5151-2
ISSN
2469-8814
e-ISSN
—
Number of pages
6
Pages from-to
93-98
Publisher name
IEEE (Institute of Electrical and Electronics Engineers)
Place of publication
New York
Event location
Xiamen
Event date
Aug 19, 2014
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000393406200017