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Accommodating correlation across days in multiple-discrete continuous models for time use

Calastri, C and Hess, S and Pinjari, AR and Daly, A (2020) Accommodating correlation across days in multiple-discrete continuous models for time use. In: Transportmetrica B, 8 (1). pp. 90-110.

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Abstract

The MDCEV modelling framework has established itself as the preferred method for modelling time allocation, with data very often collected through travel or activity diaries. However, standard implementations fail to recognise the fact that many of these datasets contain information on multiple days for the same individual, with possible correlations and substitution between days. This paper discusses how the theoretical accommodation of these effects is not straightforward, especially with budget constraints at the day and multi-day level. We rely on additive utility functions where we accommodate correlation between activities at the within-day and between-day level using a mixed MDCEV model, with multivariate random distributions. We illustrate our approach using a well-known time use datasets, confirming our theoretical points and highlighting the benefits of allowing for correlation across days in terms of model fit and behavioural insights. © 2020, © 2020 Crown Copyright. Reproduced with the permission of the Controller of Her Majesty's Stationery Office/Queen's Printer for Scotland and Institute for Transport Studies.

Item Type: Journal Article
Publication: Transportmetrica B
Publisher: Taylor and Francis Ltd.
Additional Information: The copyright for this article is belongs to the authors.
Keywords: activity modelling; MDCEV; multi-day; time use
Department/Centre: Division of Interdisciplinary Sciences > Center for Infrastructure, Sustainable Transportation and Urban Planning (CiSTUP)
Division of Mechanical Sciences > Civil Engineering
Date Deposited: 03 Jun 2022 05:03
Last Modified: 03 Jun 2022 05:03
URI: https://eprints.iisc.ac.in/id/eprint/64706

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