[PDF][PDF] An expectation-maximization (EM) algorithm to estimate the integrated choice and latent variable (ICLV) model

K Sohn - researchgate.net
As computing capability has grown dramatically, the transport choice model has rigorously
included latent variables. However, integrated latent and choice variable (ICLV) models are …

An expectation-maximization algorithm to estimate the integrated choice and latent variable model

K Sohn - Transportation Science, 2017 - pubsonline.informs.org
As computing capability has grown dramatically, the transport choice model has rigorously
included latent variables. However, integrated latent and choice variable (ICLV) models are …

Facilitating an expectation-maximization (EM) algorithm to solve an integrated choice and latent variable (ICLV) model with fully correlated latent variables

D Chae, J Jung, K Sohn - Journal of choice modelling, 2018 - Elsevier
It is well known that estimating the parameters of an integrated choice and latent variable
(ICLV) model is not a trivial undertaking. The log-likelihood of an ICLV model cannot be …

Variational Inference for Integrated Choice and Latent Variable (Iclv) Models: Independence from the Number of Latent Variables and Choice Options

G Kim, Y Kang, K Sohn - Available at SSRN 4584802 - papers.ssrn.com
Transportation decisions are profoundly influenced by latent variables which encapsulate an
individual's psychometric attributes and behavioral inclinations. However, when utilizing the …

A new estimation approach to integrate latent psychological constructs in choice modeling

CR Bhat, SK Dubey - Transportation Research Part B: Methodological, 2014 - Elsevier
In the current paper, we propose a new multinomial probit-based model formulation for
integrated choice and latent variable (ICLV) models, which, as we show in the paper, has …

Hybrid choice models vs. endogeneity of indicator variables: a Monte Carlo investigation

W Budziński, M Czajkowski - 2018 - ideas.repec.org
We investigate the problem of endogeneity in the context of hybrid choice (integrated choice
and latent variable) models. We first provide a thorough analysis of potential causes of …

[PDF][PDF] HYBRID CHOICE MODELS VS. ENDOGENEITY OF INDICATOR VARIABLES: A MONTE CARLO INVESTIGATION WIKTOR BUDZIŃSKI MIKOŁAJ …

AM CARLO - wne.uw.edu.pl
We investigate the problem of endogeneity in the context of hybrid choice (integrated choice
and latent variable) models. We first provide a thorough analysis of potential causes of …

Latent class model or mixed logit model? A comparison by transport mode choice data

J Shen - The Applied Economics of Transport, 2014 - taylorfrancis.com
This article applies two recently stated choice survey datasets of Japan to investigate the
difference between the Latent Class Model (LCM) and the Mixed Logit Model (MLM) for …

Estimation of multinomial probit-kernel integrated choice and latent variable model: comparison on one sequential and two simultaneous approaches

X Fu, Z Juan - Transportation, 2017 - Springer
Integrated choice and latent variable (ICLV) model incorporates latent factors into standard
discrete choice model with aim to provide greater explanatory power. Using simulated …

Iteration capping for discrete choice models using the EM algorithm

J Kabátek - 2013 - papers.ssrn.com
Abstract The Expectation-Maximization (EM) algorithm is a well-established estimation
procedure which is used in many domains of econometric analysis. Recent application in a …