Unobserved Heterogeneity in Dynamic Discrete Choice Models
Bibliographic Data
| ID | 4139511 |
|---|---|
| Authors | Simon Reader (0000-0002-2676-774X, McMaster University, corresponding author), Reader |
| Year | 1993 |
| Volume | 25 |
| Issue | 4 |
| Pages | 495-519 |
| Publication date | 1993-04-01 |
| Peer Reviewed | Yes |
| Open Access | Yes |
| Type | ARTICLE |
| Venue | Environment and Planning A Economy and Space (JOURNAL) |
| Journal identifiers | ISSN: 0308-518X • E-ISSN: 1472-3409 |
| Publisher | SAGE Publications Inc (PUBLISHER) |
| DOI | 10.1068/a250495 |
| OpenAlex | W2070513183 |
| Language | EN |
| Citations received | 7 |
| References cited | 34 |
Monte Carlo simulation methods are used to confirm the identifiability of discrete choice models in which unobserved heterogeneity is specified as a random effect and modelled using the nonparametric mass-points approach. This simulation analysis is also used to examine alternative strategies for the estimation of such models by using a quasi-Newton maximum-likelihood estimation procedure, given the apparent sensitivity of model identification to choice of starting values. A mass-point model approach is then applied to a dataset of repeated choice involving household shopping trips between three types of retail centre, and the results from this approach are compared with those obtained from a conventional cross-sectional multinomial logit choice model as well as to results from a model in which a parametric distribution (the Dirichlet) is used to model the unobserved heterogeneity
Dirichlet distribution · Discrete choice · Econometrics · Identifiability · Logistic regression · Mixed logit · Monte Carlo method · Multinomial distribution · Multinomial logistic regression · Nonparametric statistics · Parametric statistics · Random effects model · Statistics · Consumer Market Behavior and Pricing · Economic and Environmental Valuation · Mathematics · Spatial and Panel Data Analysis
A new approach to modelling distance-decay functions for accessibility assessment in transport studies
Modelling spatial choice
An Unconditional Competing Risk Hazard Model of Consumer Store-Choice Dynamics
Modeling Store Choices with Cross-Sectional and Pooled Cross-Sectional Data
Hazard-Rate Modelling of Store-Switching Behaviour
Testing for Sample-Selection Bias Due to Location Effects in Work-History Data Collected Retrospectively from a Geographically Based Sample
Where Do Interorganizational Networks Come From
Event History Analysis
Consistent Estimates Based on Partially Consistent Observations
A Method for Minimizing the Impact of Distributional Assumptions in Econometric Models for Duration Data
Analysis of Covariance with Qualitative Data
Econometric Methods for the Duration of Unemployment
Maximum Likelihood from Incomplete Data Via the EM Algorithm
On the Pooling of Time Series and Cross Section Data
Quantitative Methods
Correcting for Unmeasured Heterogeneity in Hazard Models Using the Heckman - Singer Procedure
Alternative Approaches to Unobserved Heterogeneity in the Analysis of Repeatable Events
The impact of heterogeneity in individual frailty on the dynamics of mortality
A Beta-logistic Model for the Analysis of Sequential Labor Force Participation by Married Women
Stochastic Panel-Data Models of Urban Shopping Behaviour
Stochastic Panel-Data Models of Urban Shopping Behaviour
Stochastic Panel-Data Models of Urban Shopping Behaviour
Comparing Cross-Sectional and Longitudinal Analyses of Residential Mobility and Migration
Longitudinal versus Cross-Sectional Methods for Behavioural Research
A Generalised Beta-Logistic Model for Longitudinal Data with an Application to Residential Mobility
| Unique citing works | 7 |
|---|---|
| Citations per year | 0,23 |
| Citation span | 1995 - 2012 (18) |
| Citation velocity | historical |
| Highly cited | No |
| Citation types | Neutral: 7 |