Title :
Fuzzy Rating Scale-Based Questionnaires and Their Statistical Analysis
Author :
de la Rosa de Saa, Sara ; Gil, Maria Angeles ; Gonzalez-Rodriguez, Gil ; Lopez, Maria Teresa ; Lubiano, Maria Asuncion
Author_Institution :
Dept. of Stat., D.M. of the Univ. of Oviedo, Oviedo, Spain
Abstract :
The fuzzy rating method has been introduced in psychometric studies as a tool, which allows the capture of and accurate reflection of the diversity, subjectivity, and imprecision inherent in human responses to many questionnaires. The lack of statistical techniques for in-depth analysis of these responses has been, for years, the appearance of an important barrier. At present, this barrier is being overcome thanks to new statistical techniques. In this way, the information from fuzzy rating method-based responses can be suitably explored and exploited. This paper aims to formally endorse some of the main statistical benefits of using free-response format fuzzy rating scale-based questionnaires instead of using the closed-response format involving fuzzy linguistic representations.
Keywords :
fuzzy set theory; social sciences; statistical analysis; closed-response format; diversity; free-response format fuzzy rating scale-based questionnaires; fuzzy linguistic representations; fuzzy rating method-based response; human responses; psychometric studies; social science; statistical analysis; subjectivity; Cost accounting; Encoding; Fuzzy sets; Indexes; Pragmatics; Statistical analysis; Visualization; Fuzzy linguistic representation; fuzzy numbers; fuzzy rating method; questionnaires; random fuzzy sets; statistical analysis of fuzzy data;
Journal_Title :
Fuzzy Systems, IEEE Transactions on
DOI :
10.1109/TFUZZ.2014.2307895