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The presumed similarity is mainly based on one empirical study that analyzes a single dataset (Huber J, Train KE. 2001. On the similarity of classical and Bayesian estimates of individual mean partworths. <jats:italic>Marketing Letters<\/jats:italic><jats:bold>12<\/jats:bold>(3): 259\u2013269). Our replication study offers a generalization of their results by comparing classical and Bayesian parameter estimates from six additional datasets and specifically for panel versus cross\u2010sectional data. In general, our results suggest that the two methods provide similar results, with less similarity for cross\u2010sectional data than for panel data. Copyright \u00a9 2016 John Wiley &amp; Sons, Ltd.<\/jats:p>","DOI":"10.1002\/jae.2513","type":"journal-article","created":{"date-parts":[[2016,3,22]],"date-time":"2016-03-22T21:32:50Z","timestamp":1458682370000},"page":"470-476","source":"Crossref","is-referenced-by-count":13,"title":["Differences Between Classical and Bayesian Estimates for Mixed Logit Models: A Replication Study"],"prefix":"10.1002","volume":"32","author":[{"given":"Ossama","family":"Elshiewy","sequence":"first","affiliation":[{"name":"Faculty of Economic Sciences University of G\u00f6ttingen  Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"German","family":"Zenetti","sequence":"additional","affiliation":[{"name":"School of Business and Economics Humboldt\u2010University Berlin  Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yasemin","family":"Boztug","sequence":"additional","affiliation":[{"name":"Faculty of Economic Sciences University of G\u00f6ttingen  Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2016,3,22]]},"reference":[{"key":"e_1_2_5_2_1","doi-asserted-by":"publisher","DOI":"10.1002\/jae.997"},{"key":"e_1_2_5_3_1","doi-asserted-by":"publisher","DOI":"10.1002\/jae.2383"},{"key":"e_1_2_5_4_1","doi-asserted-by":"publisher","DOI":"10.1002\/jae.2285"},{"key":"e_1_2_5_5_1","doi-asserted-by":"publisher","DOI":"10.1002\/jae.1201"},{"key":"e_1_2_5_6_1","doi-asserted-by":"publisher","DOI":"10.1007\/s00181-014-0906-7"},{"key":"e_1_2_5_7_1","doi-asserted-by":"publisher","DOI":"10.1002\/jae.877"},{"key":"e_1_2_5_8_1","doi-asserted-by":"publisher","DOI":"10.1162\/003465399767923827"},{"key":"e_1_2_5_9_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.trb.2011.05.002"},{"key":"e_1_2_5_10_1","doi-asserted-by":"publisher","DOI":"10.1023\/A:1011120928698"},{"key":"e_1_2_5_11_1","doi-asserted-by":"publisher","DOI":"10.2307\/1392088"},{"key":"e_1_2_5_12_1","doi-asserted-by":"publisher","DOI":"10.1002\/jae.2321"},{"key":"e_1_2_5_13_1","doi-asserted-by":"publisher","DOI":"10.1002\/1099-1255(200009\/10)15:5<447::AID-JAE570>3.0.CO;2-1"},{"key":"e_1_2_5_14_1","doi-asserted-by":"publisher","DOI":"10.1002\/jae.841"},{"key":"e_1_2_5_15_1","doi-asserted-by":"publisher","DOI":"10.1002\/jae.1060"},{"key":"e_1_2_5_16_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jhealeco.2008.11.003"},{"key":"e_1_2_5_17_1","doi-asserted-by":"publisher","DOI":"10.1162\/003465398557735"},{"key":"e_1_2_5_18_1","doi-asserted-by":"publisher","DOI":"10.1002\/jae.1061"},{"key":"e_1_2_5_19_1","doi-asserted-by":"publisher","DOI":"10.1002\/jae.2357"},{"key":"e_1_2_5_20_1","unstructured":"TrainKE.2001.A comparison of hierarchical Bayes and maximum simulated likelihood for mixed logit. 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