2007•Highway EngineeringRequires access

Review of error structure extension of discrete choice models in travel mode choice

Huapu Lu

Open publisher page 4 citations

Abstract

Multinomial logit models are based on the assumption that error terms are independently identically distributed over alternatives,which causes the independence of irrelevant alternatives in multinomial logit models.This paper relaxes the rigid assumption of multinomial logit models,and systematically reviews the extensions of non-independent identical error structure,independent non-identical error structure and non-independent non-identical error structure aiming to develop more flexible error structure to reflect the heteroscedasticity and correlation among the random utility of alternatives.

About this research paper

What this paper is about

Multinomial logit models are based on the assumption that error terms are independently identically distributed over alternatives,which causes the independence of irrelevant alternatives in multinomial logit models.This paper relaxes the rigid assumption of multinomial logit models,and systematically reviews the extensions of non-independent identical error structure,independent non-identical error structure and non-independent non-identical error structure aiming to develop more flexible error structure to reflect the heteroscedasticity and correlation among the random utility of alternatives.

Why it matters

OpenAlex reports 4 citations for this work. Citation counts describe recorded attention and do not establish research quality.

Key contribution

A contribution statement is not available in the OpenAlex record.

Method / approach

Method details are not available in the OpenAlex metadata.

Main findings

Findings are not separately available in the OpenAlex metadata.

Limitations

Limitations are not available in the OpenAlex metadata.

Applications

Application details are not available in the OpenAlex metadata.

Available abstract

Multinomial logit models are based on the assumption that error terms are independently identically distributed over alternatives,which causes the independence of irrelevant alternatives in multinomial logit models.This paper relaxes the rigid assumption of multinomial logit models,and systematically reviews the extensions of non-independent identical error structure,independent non-identical error structure and non-independent non-identical error structure aiming to develop more flexible error structure to reflect the heteroscedasticity and correlation among the random utility of alternatives.

Key concepts: Multinomial logistic regression, Independence (probability theory), Multinomial probit, Econometrics, Extension (predicate logic), Heteroscedasticity, Independence of irrelevant alternatives, Discrete choice

Related papers

Back to paper searchBrowse research topicsOriginal source
Review of error structure extension of discrete choice models in travel mode choice — Research Paper | ScholarLens