A copula-based closed-form binary logit choice model for accommodating spatial correlation across observational units

CR Bhat, IN Sener - Journal of Geographical Systems, 2009 - Springer
This study focuses on accommodating spatial dependency in data indexed by geographic
location. In particular, the emphasis is on accommodating spatial error correlation across …

A flexible spatially dependent discrete choice model: formulation and application to teenagers' weekday recreational activity participation

CR Bhat, IN Sener, N Eluru - Transportation research part B …, 2010 - Elsevier
This study proposes a simple and practical Composite Marginal Likelihood (CML) inference
approach to estimate ordered-response discrete choice models with flexible copula-based …

On jointly analyzing the physical activity participation levels of individuals in a family unit using a multivariate copula framework

IN Sener, N Eluru, CR Bhat - Journal of Choice Modelling, 2010 - Elsevier
The current paper focuses on analyzing and modeling the physical activity participation
levels (in terms of the number of daily “bouts” or “episodes” of physical activity during a …

Accommodating spatial correlation across choice alternatives in discrete choice models: an application to modeling residential location choice behavior

IN Sener, RM Pendyala, CR Bhat - Journal of transport geography, 2011 - Elsevier
This paper presents a modeling methodology capable of accounting for spatial correlation
across choice alternatives in discrete choice modeling applications. Many location choice …

A copula-based approach to accommodate residential self-selection effects in travel behavior modeling

CR Bhat, N Eluru - Transportation Research Part B: Methodological, 2009 - Elsevier
The dominant approach in the literature to dealing with sample selection is to assume a
bivariate normality assumption directly on the error terms, or on transformed error terms, in …

Geographically weighted colocation quotients: specification and application

RG Cromley, DM Hanink, GC Bentley - The Professional …, 2014 - Taylor & Francis
The spatial correlation, or colocation, of two or more variables is a fundamental issue in
geographical analysis but has received much less attention than the spatial correlation of …

copCAR: A flexible regression model for areal data

J Hughes - Journal of Computational and Graphical Statistics, 2015 - Taylor & Francis
Non-Gaussian spatial data are common in many fields. When fitting regressions for such
data, one needs to account for spatial dependence to ensure reliable inference for the …

[HTML][HTML] A copula model for non-Gaussian multivariate spatial data

P Krupskii, MG Genton - Journal of Multivariate Analysis, 2019 - Elsevier
We propose a new copula model for replicated multivariate spatial data. Unlike classical
models that assume multivariate normality of the data, the proposed copula is based on the …

Discrete choice model with structuralized spatial effects for location analysis

K Miyamoto, V Vichiensan… - Transportation …, 2004 - journals.sagepub.com
The discrete choice modeling paradigm and in particular the logit model are research topics
that have been continuously developed and refined for years in the field of transportation …

Modeling spatial discrete choice

OA Smirnov - Regional science and urban economics, 2010 - Elsevier
The paper presents a basic spatial discrete choice modeling framework obtained by
applying random utility theory to discrete choices made by heterogeneous spatially …