A dynamic discrete-continuous choice model of car ownership and usage: Methodological framework
Aurélie Glerum, Emma Frejinger, Anders Karlström, Muriel Beser Hugosson, Michel Bierlaire
Abstract
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Aurélie Glerum, Emma Frejinger, Anders Karlström, Muriel Beser Hugosson, Michel Bierlaire
Abstract
Open-access reader
In this paper we present themethodological framework of a dynamic discrete-continuous choice model (DDCCM) of car ownership, usage and fuel type. The approach consists of embedding a discrete-continuous choice model into a dynamic programming (DP) framework. This work proposes the following novel features. First, decisions are modeled at a household level. Second, we consider an extensive choice variable which involves the car replacement decision, the annual driving distance, the fuel type, the decision to take a company car, or a new versus second-hand car.
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In this paper we present themethodological framework of a dynamic discrete-continuous choice model (DDCCM) of car ownership, usage and fuel type. The approach consists of embedding a discrete-continuous choice model into a dynamic programming (DP) framework. This work proposes the following novel features. First, decisions are modeled at a household level. Second, we consider an extensive choice variable which involves the car replacement decision, the annual driving distance, the fuel type, the decision to take a company car, or a new versus second-hand car.
Key concepts: Discrete choice, Embedding, Dynamic programming, Computer science, Car ownership, Variable (mathematics), Work (physics), Discrete time and continuous time