This paper proposes a new random utility model characterised by a cumulative distribution function (cdf) obtained as a finite mixture of different cdfs. This entails that choice probabilities, covariances and elasticities of this model are also a finite mixture of choice probabilities, covariances and elasticities of the mixing models. As a consequence, by mixing nested logit cdfs, a model is generated with closed-form expressions for choice probabilities, covariances and elasticities and with, potentially, a very flexible correlation pattern. Importantly, the closed-form covariance expression opens up interesting application possibilities in some special choice contexts, like route choice, where prior expectations in terms of the covariance matrix can be formulated.

A new random utility model with flexible correlation pattern and closed-form covariance expression: The CoRUM / Papola, Andrea. - In: TRANSPORTATION RESEARCH PART B-METHODOLOGICAL. - ISSN 0191-2615. - 94:(2016), pp. 80-96. [10.1016/j.trb.2016.09.008]

A new random utility model with flexible correlation pattern and closed-form covariance expression: The CoRUM

PAPOLA, ANDREA
2016

Abstract

This paper proposes a new random utility model characterised by a cumulative distribution function (cdf) obtained as a finite mixture of different cdfs. This entails that choice probabilities, covariances and elasticities of this model are also a finite mixture of choice probabilities, covariances and elasticities of the mixing models. As a consequence, by mixing nested logit cdfs, a model is generated with closed-form expressions for choice probabilities, covariances and elasticities and with, potentially, a very flexible correlation pattern. Importantly, the closed-form covariance expression opens up interesting application possibilities in some special choice contexts, like route choice, where prior expectations in terms of the covariance matrix can be formulated.
2016
A new random utility model with flexible correlation pattern and closed-form covariance expression: The CoRUM / Papola, Andrea. - In: TRANSPORTATION RESEARCH PART B-METHODOLOGICAL. - ISSN 0191-2615. - 94:(2016), pp. 80-96. [10.1016/j.trb.2016.09.008]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11588/660808
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