An empirical comparison of logit choice models with discrete versus continuous representations of heterogeneity

RL Andrews, A Ainslie… - Journal of Marketing …, 2002 - journals.sagepub.com
Currently, there is an important debate about the relative merits of models with discrete and
continuous representations of consumer heterogeneity. In a recent JMR study,; hereafter …

The generalized multinomial logit model: accounting for scale and coefficient heterogeneity

DG Fiebig, MP Keane, J Louviere… - Marketing science, 2010 - pubsonline.informs.org
The mixed or heterogeneous multinomial logit (MIXL) model has become popular in a
number of fields, especially marketing, health economics, and industrial organization. In …

Parameter bias from unobserved effects in the multinomial logit model of consumer choice

C Abramson, RL Andrews, IS Currim… - Journal of Marketing …, 2000 - journals.sagepub.com
Over the past two decades, validation of choice models has focused on predictive validity
rather than parameter bias. In real-world validation of choice models, true parameter values …

[HTML][HTML] Evaluating the predictive abilities of mixed logit models with unobserved inter-and intra-individual heterogeneity

R Krueger, M Bierlaire, RA Daziano, TH Rashidi… - Journal of choice …, 2021 - Elsevier
Mixed logit models with unobserved inter-and intra-individual heterogeneity hierarchically
extend standard mixed logit models by allowing tastes to vary randomly both across …

Ratings-based versus choice-based latent class conjoint models

M Vriens, H Oppewal, M Wedel - Market Research Society …, 1998 - journals.sagepub.com
Methodological developments in conjoint analysis (Green & Srinivasan 1990; Louviere
1988) have created many alternatives for designing and conducting conjoint experiments …

Comparing alternative models of heterogeneity in consumer choice behavior

M Keane, N Wasi - Journal of Applied Econometrics, 2013 - Wiley Online Library
When modeling demand for differentiated products, it is vital to adequately capture
consumer taste heterogeneity, But there is no clearly preferred approach. Here, we compare …

Specification and estimation of the nested logit model: alternative normalisations

DA Hensher, WH Greene - Transportation Research Part B …, 2002 - Elsevier
The nested logit model is currently the preferred extension to the simple multinomial logit
(MNL) discrete choice model. The appeal of the nested logit model is its ability to …

Correlation and scale in mixed logit models

S Hess, K Train - Journal of choice modelling, 2017 - Elsevier
This paper examines sources of correlation among utility coefficients in models allowing for
random heterogeneity, including correlation that is induced by random scale heterogeneity …

[PDF][PDF] Removing the scale factor confound in multinomial logit choice models to obtain better estimates of preference

J Magidson, JK Vermunt - Sawtooth software conference, 2007 - Citeseer
Multinomial logit choice models based on latent class (LC) or HB methods are utilized in
marketing research today along with simulators which predict choices and market shares …

There is no aggregation bias: Why macro logit models work

GM Allenby, PE Rossi - Journal of Business & Economic Statistics, 1991 - Taylor & Francis
In this article, we examine the aggregation properties of (nested) logit models to understand
their exceptional macro-level performance. The problem of aggregating micro logit models …