Fuzzy cognitive maps based on text analysis for supporting strategic planning
Konferenční objektpeer-reviewedpostprintDatum publikování
2017
Vedoucí práce
Oponent
Název časopisu
Název svazku
Vydavatel
IEEE (Institute of Electrical and Electronics Engineers)
Abstrakt
Strategy maps are attracting considerable interest in strategic planning due to their capacity to represent causal-effect relationships among the key concepts. Several studies have used expert estimates to quantify the relationships. However, these evolve dynamically and are context-specific. Therefore, there is a need to develop automatic knowledge acquisition systems. Here, the assumption was used that knowledge can be extracted from strategic documents in order to conduct a detailed analysis of causal strategic concepts. First, latent semantic analysis is employed to obtain an interpretable semantic model. Second, collocated causal concepts are used to model relationships among strategic concepts. This approach to generate fuzzy cognitive maps (FCMs) is semi-automatic, requiring theoretical background literature/domain experts to determine the direction of the causalities. The FCMs can subsequently be used to simulate the effects of strategic management and, thus, provide an effective decision support tool. Several innovation strategies of regions are used as a case study and it is demonstrated that the generated FCMs are consistent with expert opinions and fuzzy ANP method.
Rozsah stran
p. 1-6
ISSN
2324-8149
Trvalý odkaz na tento záznam
Projekt
GA17-11795S/Modelování dynamiky determinantů národní a regionální produktivity založené na znalostních a kooperačních efektech
Zdrojový dokument
International Conference on Research and Innovation in Information Systems, ICRIIS : proceedings
Vydavatelská verze
http://ieeexplore.ieee.org/document/8002479/
Přístup k e-verzi
open access
Název akce
5th International Conference on Research and Innovation in Information Systems, ICRIIS 2017 (16.07.2017 - 17.07.2017, Langkawi)
ISBN
978-1-5090-3035-4
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Klíčová slova
Business strategy, Collocation analysis, Fuzzy cognitive map, Innovation strategy, Text analysis, Obchodní strategie, Analýza kolokací, Fuzzy kognitivní mapa, Inovační strategie, Textová analýza