TY - JOUR
T1 - Promoting consensus in the concept mapping methodology
T2 - An application in the hospitality sector
AU - Fornells, Albert
AU - Rodrigo, Zaida
AU - Rovira Llobera, X.
AU - Sánchez, Mónica
AU - Santomà, Ricard
AU - Teixidó-Navarro, Francesc
AU - Golobardes, Elisabet
N1 - Funding Information:
This research was partially supported by the SENSORIAL Research Project (TIN2010-20966-C02) funded by the Spanish Ministry of Science and Information Technology and by the Excellence in Hospitality Research Project (URL/R6/2014) funded by Ramon Llull University.
Publisher Copyright:
© 2015 Elsevier B.V. All rights reserved.
PY - 2015/2/12
Y1 - 2015/2/12
N2 - The concept mapping methodology aims to respond to the non trivial task of conceptualising abstract thoughts by means of a focus group composed by experts from the studied domain. The approach defines a set of general steps that allow experts to lead the generation of ideas, group the ideas in a conceptual map of interrelated concepts using clustering multidimensional scaling and clustering techniques, analysing the quality of the conceptual maps and deciding on a final interpretation. In this sense, this final decision is not trivial because clustering techniques provide a set of potentially conceptual maps so experts must select the one that fits best according to their opinion. For this reason, we present the global index of consensus as an indicator for filtering the most suitable clustering solutions using qualitative reasoning. It promotes the consensus of experts opinions and ensures objectivity in the final interpretation. The index outperforms three of the most well-known clustering validation indexes in a case study focused on the meaning of excellence in the hospitality industry. This work presents the global index of consensus as an indicator for filtering the most suitable clustering solutions using qualitative reasoning that promotes the consensus of experts' opinions, which is one of the key aspects in the concept mapping methodology. The index outperforms three of the most well-known clustering validation indexes in a case study focused on the meaning of excellence in hospitality.
AB - The concept mapping methodology aims to respond to the non trivial task of conceptualising abstract thoughts by means of a focus group composed by experts from the studied domain. The approach defines a set of general steps that allow experts to lead the generation of ideas, group the ideas in a conceptual map of interrelated concepts using clustering multidimensional scaling and clustering techniques, analysing the quality of the conceptual maps and deciding on a final interpretation. In this sense, this final decision is not trivial because clustering techniques provide a set of potentially conceptual maps so experts must select the one that fits best according to their opinion. For this reason, we present the global index of consensus as an indicator for filtering the most suitable clustering solutions using qualitative reasoning. It promotes the consensus of experts opinions and ensures objectivity in the final interpretation. The index outperforms three of the most well-known clustering validation indexes in a case study focused on the meaning of excellence in the hospitality industry. This work presents the global index of consensus as an indicator for filtering the most suitable clustering solutions using qualitative reasoning that promotes the consensus of experts' opinions, which is one of the key aspects in the concept mapping methodology. The index outperforms three of the most well-known clustering validation indexes in a case study focused on the meaning of excellence in hospitality.
KW - Concept mapping methodology
KW - Consensus measures
KW - Excellence in hospitality
KW - Qualitative reasoning techniques
UR - http://www.scopus.com/inward/record.url?scp=84946474172&partnerID=8YFLogxK
UR - https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=pure_univeritat_ramon_llull&SrcAuth=WosAPI&KeyUT=WOS:000364056500006&DestLinkType=FullRecord&DestApp=WOS
U2 - 10.1016/j.patrec.2015.05.013
DO - 10.1016/j.patrec.2015.05.013
M3 - Article
AN - SCOPUS:84946474172
SN - 0167-8655
VL - 67
SP - 39
EP - 48
JO - Pattern Recognition Letters
JF - Pattern Recognition Letters
ER -