Interval type-2 fuzzy sets to model linguistic label perception in online services satisfaction

Verfasser / Beitragende:
[Masoomeh Moharrer, Hooman Tahayori, Lorenzo Livi, Alireza Sadeghian, Antonello Rizzi]
Ort, Verlag, Jahr:
2015
Enthalten in:
Soft Computing, 19/1(2015-01-01), 237-250
Format:
Artikel (online)
ID: 605468338
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024 7 0 |a 10.1007/s00500-014-1246-4  |2 doi 
035 |a (NATIONALLICENCE)springer-10.1007/s00500-014-1246-4 
245 0 0 |a Interval type-2 fuzzy sets to model linguistic label perception in online services satisfaction  |h [Elektronische Daten]  |c [Masoomeh Moharrer, Hooman Tahayori, Lorenzo Livi, Alireza Sadeghian, Antonello Rizzi] 
520 3 |a In this paper, we propose a novel two-phase methodology based on interval type-2 fuzzy sets (T2FSs) to model the human perceptions of the linguistic terms used to describe the online services satisfaction. In the first phase, a type-1 fuzzy set (T1FS) model of an individual's perception of the terms used in rating user satisfaction is derived through a decomposition-based procedure. The analysis is carried out by using well-established metrics and results from the Social Sciences context. In the second phase, interval T2FS models of online user satisfaction are calculated using a similarity-based data mining procedure. The procedure selects an essential and informative subset of the initial T1FSs that is used to discard the outliers automatically. Resulting interval T2FSs, which are synthesized based on the selected subset of T1FSs only, exhibit reasonable shapes and interpretability. 
540 |a Springer-Verlag Berlin Heidelberg, 2014 
690 7 |a Interval type-2 fuzzy sets  |2 nationallicence 
690 7 |a Human perception  |2 nationallicence 
690 7 |a Soft computing  |2 nationallicence 
690 7 |a Knowledge discovery  |2 nationallicence 
690 7 |a Similarity and dissimilarity measures  |2 nationallicence 
700 1 |a Moharrer  |D Masoomeh  |u Department of Computer Science, Ryerson University, 350 Victoria Street, M5B 2K3, Toronto, ON, Canada  |4 aut 
700 1 |a Tahayori  |D Hooman  |u Department of Computer Science, Ryerson University, 350 Victoria Street, M5B 2K3, Toronto, ON, Canada  |4 aut 
700 1 |a Livi  |D Lorenzo  |u Department of Information Engineering, Electronics, and Telecommunications, Sapienza University of Rome, Via Eudossiana 18, 00184, Rome, Italy  |4 aut 
700 1 |a Sadeghian  |D Alireza  |u Department of Computer Science, Ryerson University, 350 Victoria Street, M5B 2K3, Toronto, ON, Canada  |4 aut 
700 1 |a Rizzi  |D Antonello  |u Department of Information Engineering, Electronics, and Telecommunications, Sapienza University of Rome, Via Eudossiana 18, 00184, Rome, Italy  |4 aut 
773 0 |t Soft Computing  |d Springer Berlin Heidelberg  |g 19/1(2015-01-01), 237-250  |x 1432-7643  |q 19:1<237  |1 2015  |2 19  |o 500 
856 4 0 |u https://doi.org/10.1007/s00500-014-1246-4  |q text/html  |z Onlinezugriff via DOI 
898 |a BK010053  |b XK010053  |c XK010000 
900 7 |a Metadata rights reserved  |b Springer special CC-BY-NC licence  |2 nationallicence 
908 |D 1  |a research-article  |2 jats 
949 |B NATIONALLICENCE  |F NATIONALLICENCE  |b NL-springer 
950 |B NATIONALLICENCE  |P 856  |E 40  |u https://doi.org/10.1007/s00500-014-1246-4  |q text/html  |z Onlinezugriff via DOI 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Moharrer  |D Masoomeh  |u Department of Computer Science, Ryerson University, 350 Victoria Street, M5B 2K3, Toronto, ON, Canada  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Tahayori  |D Hooman  |u Department of Computer Science, Ryerson University, 350 Victoria Street, M5B 2K3, Toronto, ON, Canada  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Livi  |D Lorenzo  |u Department of Information Engineering, Electronics, and Telecommunications, Sapienza University of Rome, Via Eudossiana 18, 00184, Rome, Italy  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Sadeghian  |D Alireza  |u Department of Computer Science, Ryerson University, 350 Victoria Street, M5B 2K3, Toronto, ON, Canada  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Rizzi  |D Antonello  |u Department of Information Engineering, Electronics, and Telecommunications, Sapienza University of Rome, Via Eudossiana 18, 00184, Rome, Italy  |4 aut 
950 |B NATIONALLICENCE  |P 773  |E 0-  |t Soft Computing  |d Springer Berlin Heidelberg  |g 19/1(2015-01-01), 237-250  |x 1432-7643  |q 19:1<237  |1 2015  |2 19  |o 500