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Estimation of Dynamic Discrete Choice Models in Continuous Time

Estimation of Dynamic Discrete Choice Models in Continuous Time
Author: Peter Arcidiacono
Publisher:
Total Pages:
Release: 2012
Genre: Decision making
ISBN:

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This paper provides a method for estimating large-scale dynamic discrete choice models within a continuous time framework. An advantage of our model is that state changes occur sequentially, rather than simultaneously, avoiding a substantial curse of dimensionality that arises in multi-agent settings. Eliminating this computational bottleneck is the key to providing a seamless link between estimating the model and performing post-estimation counterfactuals. While recently developed two-step estimation techniques have made it possible to estimate large-scale problems, solving for equilibria remains computationally challenging. By modeling decisions in continuous time, we are able to take advantage of the recent advances in estimation while preserving a tight link between estimation and policy experiments. We address the most commonly encountered situation in empirical work in which only discrete-time data are available and the actual sequence of events that occur between two points in time is unobserved. We apply our techniques to examine the effects of Walmart's entry into the retail grocery industry, showing that even the threat of entry by Walmart has a substantial effect on market structure.


Dynamic Discrete Choice and Dynamic Treatment Effects

Dynamic Discrete Choice and Dynamic Treatment Effects
Author: James Joseph Heckman
Publisher:
Total Pages: 91
Release: 2005
Genre: Social sciences
ISBN:

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This paper considers semiparametric identification of structural dynamic discrete choice models and models for dynamic treatment effects. Time to treatment and counterfactual outcomes associated with treatment times are jointly analyzed. We examine the implicit assumptions of the dynamic treatment model using the structural model as a benchmark. For the structural model we show the gains from using cross equation restrictions connecting choices to associated measurements and outcomes. In the dynamic discrete choice model, we identify both subjective and objective outcomes, distinguishing ex post and ex ante outcomes. We show how to identify agent information sets


Urban Dynamics and Spatial Choice Behaviour

Urban Dynamics and Spatial Choice Behaviour
Author: J. Hauer
Publisher: Springer Science & Business Media
Total Pages: 309
Release: 2012-12-06
Genre: Social Science
ISBN: 9400910096

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Thi s book ari ses from The Fourth European Coll oqui urn on Theoret i ca 1 and Quant itat i ve Geography wh i ch was he 1 din Ve 1 dhoven, The Netherlands in September 1985. It contains a series of papers on spatial choice dynamics and dynamical spatial systems which were presented at the colloquium, together with a few other soll icited ones. The book is intended primarily as a state-of-the art review of mainly European research on these two fastly growing problem areas. As a consequence of this decision, the book contains a selection of papers that differs in terms of focus, level of sophistication and conceptual background. Evidently, the dissimination of ideas and computer software is a time-related phenomenon, which in the European context is amplified by differences in language, the profile of geography and the formal training of geographers. The book reflects such differences. It would have been impossible to produce this book without the support of the various European study groups on theoretical and quantitative geography. Without their help the meetings from which this volumes originates would not have been held in the first place. We are also indebted to the Royal Dutch Academy of Science for partly funding the colloquium, and to SISWO and TNOjPSC for providing general support in the organisation of the conference.


Econometric Models For Industrial Organization

Econometric Models For Industrial Organization
Author: Matthew Shum
Publisher: World Scientific
Total Pages: 154
Release: 2016-12-14
Genre: Business & Economics
ISBN: 981310967X

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Economic Models for Industrial Organization focuses on the specification and estimation of econometric models for research in industrial organization. In recent decades, empirical work in industrial organization has moved towards dynamic and equilibrium models, involving econometric methods which have features distinct from those used in other areas of applied economics. These lecture notes, aimed for a first or second-year PhD course, motivate and explain these econometric methods, starting from simple models and building to models with the complexity observed in typical research papers. The covered topics include discrete-choice demand analysis, models of dynamic behavior and dynamic games, multiple equilibria in entry games and partial identification, and auction models.


The Evolutionary Complexity of Endogenous Innovation

The Evolutionary Complexity of Endogenous Innovation
Author: Cristiano Antonelli
Publisher: Edward Elgar Publishing
Total Pages: 243
Release:
Genre: Electronic books
ISBN: 1788113799

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The notion of endogenous innovation as the outcome of the creative response of firms to out-of-equilibrium conditions is the cornerstone of the new evolutionary complexity. This book elaborates and applies the theoretical framework established in the author’s previous work Endogenous Innovation: The Economics of an Emergent System Property. This volume carefully explores the role of the reactivity of firms to out-of-equilibrium conditions. It also examines the quality of knowledge governance mechanisms in assessing the levels of externalities that define the likelihood of creative responses, as an alternative to adaptive responses.


Review of Marketing Research

Review of Marketing Research
Author: Naresh Malhotra
Publisher: Routledge
Total Pages: 216
Release: 2017-10-19
Genre: Business & Economics
ISBN: 1351550934

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First Published in 2017. Routledge is an imprint of Taylor & Francis, an Informa company.