Segmentation of subjects in multivariate paired comparisons. Application to the preference for concert halls acoustics
•Concert halls acoustics were evaluated in paired comparison for 6 contexts.•A latent class segmentation of subjects is developed in a multivariate framework.•A two latent classes solution highlights differences in the acoustic perceptions.•A latent class approach with BTL model allows to segment su...
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| Published in | Food quality and preference Vol. 62; pp. 120 - 127 |
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| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
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01.12.2017
Elsevier |
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| Abstract | •Concert halls acoustics were evaluated in paired comparison for 6 contexts.•A latent class segmentation of subjects is developed in a multivariate framework.•A two latent classes solution highlights differences in the acoustic perceptions.•A latent class approach with BTL model allows to segment subjects in a multivariate framework.
Multivariate paired comparisons allow one to compare stimuli by pairs on more than one situation (different contexts, several types of preferences or various sensory attributes). This paper focuses on the segmentation of the subjects after such a task. An adaptation of the latent class segmentation, based on the Bradley-Terry-Luce model, to the multivariate nature of the data is developed, allowing the study of the dependencies between attributes. This technique is applied to a comparison between concert halls’ acoustics. The influence of context (type of music and position of the seat in the hall) on the preference for the concert halls is presented. |
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| AbstractList | Multivariate paired comparisons allow one to compare stimuli by pairs on more than one situation (different contexts, several types of preferences or various sensory attributes). This paper focuses on the segmentation of the subjects after such a task. An adaptation of the latent class segmentation, based on the Bradley-Terry-Luce model, to the multivariate nature of the data is developed, allowing the study of the dependencies between attributes. This technique is applied to a comparison between concert halls’ acoustics. The influence of context (type of music and position of the seat in the hall) on the preference for the concert halls is presented. •Concert halls acoustics were evaluated in paired comparison for 6 contexts.•A latent class segmentation of subjects is developed in a multivariate framework.•A two latent classes solution highlights differences in the acoustic perceptions.•A latent class approach with BTL model allows to segment subjects in a multivariate framework. Multivariate paired comparisons allow one to compare stimuli by pairs on more than one situation (different contexts, several types of preferences or various sensory attributes). This paper focuses on the segmentation of the subjects after such a task. An adaptation of the latent class segmentation, based on the Bradley-Terry-Luce model, to the multivariate nature of the data is developed, allowing the study of the dependencies between attributes. This technique is applied to a comparison between concert halls’ acoustics. The influence of context (type of music and position of the seat in the hall) on the preference for the concert halls is presented. |
| Author | Séménou, M. Kuusinen, A. Courcoux, Ph Lokki, T. |
| Author_xml | – sequence: 1 givenname: M. surname: Séménou fullname: Séménou, M. email: michel.semenou@oniris-nantes.fr organization: StatSC, ONIRIS, Rue de la Géraudière, CS 82225, 44322 Nantes, France – sequence: 2 givenname: Ph surname: Courcoux fullname: Courcoux, Ph organization: StatSC, ONIRIS, Rue de la Géraudière, CS 82225, 44322 Nantes, France – sequence: 3 givenname: A. surname: Kuusinen fullname: Kuusinen, A. organization: Department of Computer Science, Aalto University School of Science, P.O. Box 15500, FI-00076 Aalto, Finland – sequence: 4 givenname: T. surname: Lokki fullname: Lokki, T. organization: Department of Computer Science, Aalto University School of Science, P.O. Box 15500, FI-00076 Aalto, Finland |
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| Keywords | Segmentation Multivariate paired comparison Bradley model Concert halls |
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influence the qualitative attributes and preferences publication-title: The Journal of Acoustical Society of America doi: 10.1121/1.4958686 – volume: 34 start-page: 273 year: 1927 ident: 10.1016/j.foodqual.2016.12.011_b0145 article-title: A law of comparative judgment publication-title: Psychological Review doi: 10.1037/h0070288 – year: 1988 ident: 10.1016/j.foodqual.2016.12.011_b0125 – volume: 89 start-page: 494 year: 2003 ident: 10.1016/j.foodqual.2016.12.011_b0010 article-title: Subjective rank-orderings and acoustical measurements for fifty-eight concert halls publication-title: Acta Acustica united with Acustica – volume: 8 start-page: 353 issue: 5/6 year: 1997 ident: 10.1016/j.foodqual.2016.12.011_b0035 article-title: Preference data analysis using a paired comparison model publication-title: Food quality and Preference doi: 10.1016/S0950-3293(97)00004-9 – volume: 132 start-page: 3148 issue: 5 year: 2012 ident: 10.1016/j.foodqual.2016.12.011_b0115 article-title: Disentangling preference ratings of concert hall acoustics using subjective sensory profiles publication-title: The Journal of Acoustical Society of America doi: 10.1121/1.4756826 – volume: 39 start-page: 324 year: 1952 ident: 10.1016/j.foodqual.2016.12.011_b0030 article-title: Rank analysis of incomplete block designs: The method of paired comparisons publication-title: Biometrika – volume: 6 start-page: 461 year: 1978 ident: 10.1016/j.foodqual.2016.12.011_b0130 article-title: Estimating the dimension of a model publication-title: Annals of Statistics doi: 10.1214/aos/1176344136 – volume: 1 year: 2015 ident: 10.1016/j.foodqual.2016.12.011_b0135 article-title: CompR: Paired comparison data analysis publication-title: R Package Version – volume: 52 start-page: 197 year: 2006 ident: 10.1016/j.foodqual.2016.12.011_b0075 article-title: Modelling dependency in multivariate paired comparisons: A log-linear approach publication-title: Mathematical Social Science doi: 10.1016/j.mathsocsci.2006.06.001 – volume: 8 start-page: 45 issue: 1 year: 1991 ident: 10.1016/j.foodqual.2016.12.011_b0060 article-title: A latent class probit model for analyzing pick any/N data publication-title: Journal of Classification doi: 10.1007/BF02616247 – volume: 67 start-page: 27 issue: 1 year: 2014 ident: 10.1016/j.foodqual.2016.12.011_b0110 article-title: Tasting music like wine: Sensory evaluation of concert halls publication-title: Physics Today doi: 10.1063/PT.3.2242 – volume: 56 start-page: 81 year: 1969 ident: 10.1016/j.foodqual.2016.12.011_b0055 article-title: Multivariate paired comparisons: The extensions of a univariate model and associated estimation and test procedures publication-title: Biometrika doi: 10.1093/biomet/56.1.81 |
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| SubjectTerms | Acoustics Applications Bradley model Concert halls consumer preferences Engineering Sciences multivariate analysis Multivariate paired comparison music Segmentation sensory properties Statistics |
| Title | Segmentation of subjects in multivariate paired comparisons. Application to the preference for concert halls acoustics |
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