Research output: Contribution to Journal/Magazine › Journal article › peer-review
Research output: Contribution to Journal/Magazine › Journal article › peer-review
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TY - JOUR
T1 - Latent class mixed effects models for partially ranked preferences
T2 - examining changes in postmaterialism over time.
AU - Francis, Brian
AU - Dittrich, Regina
AU - Hatzinger, Reinhold
PY - 2012/5
Y1 - 2012/5
N2 - This paper discusses the use of mixture models to allow for a random effects structure in the analysis of partially ranked data. Partially ranked data occur in sample surveys, where respondents are invited to choose the preferred and second most preferred (or the most preferred and least preferred) out of a larger set of items. We adopt an paired comparison approach used by Dittrich et al (2007) which treats partially ranked data as originating from underlying Likert scales. The work is motivated by two questions on (post)materialism in consecutive sweeps of the British Household Panel Survey. As part of the survey, respondents were asked to choose the most preferred and the next most preferred out of a set of four items representing preferred priorities for government.
AB - This paper discusses the use of mixture models to allow for a random effects structure in the analysis of partially ranked data. Partially ranked data occur in sample surveys, where respondents are invited to choose the preferred and second most preferred (or the most preferred and least preferred) out of a larger set of items. We adopt an paired comparison approach used by Dittrich et al (2007) which treats partially ranked data as originating from underlying Likert scales. The work is motivated by two questions on (post)materialism in consecutive sweeps of the British Household Panel Survey. As part of the survey, respondents were asked to choose the most preferred and the next most preferred out of a set of four items representing preferred priorities for government.
KW - Nonparametric maximum likelihood
KW - Latent class analysis
KW - Paired comparisons.
M3 - Journal article
VL - 14
SP - 109
EP - 112
JO - Quaderni di Statistica
JF - Quaderni di Statistica
SN - 1594-3739
ER -