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Discrete choice models, which one performs better? AgEcon
Gallardo, Rosa Karina; Chang, Jae Bong.
For over the last thirty years the multinomial logit model has been the standard in choice modeling. Development in econometrics and computational algorithms has led to the increasing tendency to opt for more flexible models able to depict more realistically choice behavior. This study compares three discrete choice models, the standard multinomial logit, the error components logit, and the random parameters logit. Data were obtained from two choice experiments conducted to investigate consumers’ preferences for fresh pears receiving several postharvest treatments. Model comparisons consisted of in-sample and holdout sample evaluations. Results show that product characteristics hence, datasets, influence model performance. We also found that the...
Tipo: Conference Paper or Presentation Palavras-chave: Multinomial logit model; Error components; Random parameters; Discrete choice; Research Methods/ Statistical Methods; C25; D12.
Ano: 2010 URL: http://purl.umn.edu/61483
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