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2011. 51N = 1097Hierarchical modeling / Multilevel modeling。 1 logit Multilevel Multinomial Logit ModelGeneralized Linear Latent and Mixed Models GL-LAMMs 2 1mixed GLM formulation。discrete choice models McFadden1973。Skrondal & Rabe-Hesketh 2003Hedeker 2003。mixed generalized linear model12logit Multinomial Logit Model。 Intraclass Correlation Coefficient ICC 23. 4% 5% Raudenbush & Bryk2001。 。5% logit 4 。 STATA “gllamm”http/ /www. gllamm. org /examples. html Rabe-Hesketh S. etc. 2004160。186