About attitudes and perceptions: finding the proper way to consider latent variables in discrete choice models

FJ Bahamonde-Birke, U Kunert, H Link, JD Ortúzar - Transportation, 2017 - Springer
We provide an in-depth theoretical discussion about the differences between individual-
specific latent constructs (representing attitudes, for example, but also other characteristics …

A semi-compensatory discrete choice model with explicit attribute thresholds of perception

V Cantillo, J de Dios Ortúzar - Transportation Research Part B …, 2005 - Elsevier
Random utility models are typically based on the assumptions that individuals exhibit
compensatory behaviour and that their choice sets are pre-specified. These assumptions …

Preference endogeneity in discrete choice models

A Vij, JL Walker - Transportation Research Part B: Methodological, 2014 - Elsevier
Existing models of disaggregate decision-making assume that preferences, as indicated by
taste parameters and choice sets, are characteristics of the decision-maker that are …

Allowing for heterogeneous decision rules in discrete choice models: an approach and four case studies

S Hess, A Stathopoulos, A Daly - Transportation, 2012 - Springer
The study of respondent heterogeneity is one of the main areas of research in the field of
choice modelling. The general emphasis is on variations across respondents in relative …

Asymmetric preference formation in willingness to pay estimates in discrete choice models

S Hess, JM Rose, DA Hensher - Transportation Research Part E: Logistics …, 2008 - Elsevier
Individuals when faced with choices amongst a number of alternatives often adopt a variety
of processing rules, ranging from simple linear to complex non-linear treatment of each …

Integrating psychometric indicators in latent class choice models

R Hurtubia, MH Nguyen, A Glerum… - … Research Part A: Policy …, 2014 - Elsevier
Latent class models are a convenient and intuitive way to introduce taste heterogeneity in
discrete choice models by relating attributes of the decision makers with unobserved …

A discrete choice model incorporating thresholds for perception in attribute values

V Cantillo, B Heydecker, J de Dios Ortúzar - Transportation Research Part …, 2006 - Elsevier
In this paper we formulate a discrete choice model that incorporates thresholds in the
perception of changes in attribute values. The model considers multiple options and allows …

Values, attitudes and travel behavior: a hierarchical latent variable mixed logit model of travel mode choice

M Paulssen, D Temme, A Vij, JL Walker - Transportation, 2014 - Springer
Values lie at the heart of an individual's belief system, serving as prototypes from which
attitudes and behaviors are subsequently manufactured. Attitudes and behaviors may …

Modeling heterogeneity in discrete choice proceses: application to travel demand

DA Gopinath - 1995 - dspace.mit.edu
Discrete choice models and, more recently, latent variable models have been widely applied
to problems in transportation, economics, geography, marketing, public policy and …

Dissecting preference heterogeneity in consumer stated choices

E Marcucci, V Gatta - Transportation Research Part E: Logistics and …, 2012 - Elsevier
This paper investigates alternative methods to account for preference heterogeneity in
choice experiments. Heterogeneity can be explained by assuming its influence to impact the …