Discrete Choice Methods with Simulation

Discrete Choice Methods with Simulation
Title Discrete Choice Methods with Simulation PDF eBook
Author Kenneth Train
Publisher Cambridge University Press
Pages 346
Release 2003-01-13
Genre Business & Economics
ISBN 9780521017152

Download Discrete Choice Methods with Simulation Book in PDF, Epub and Kindle

Table of contents

Discrete Choice Methods with Simulation

Discrete Choice Methods with Simulation
Title Discrete Choice Methods with Simulation PDF eBook
Author Kenneth Train
Publisher Cambridge University Press
Pages 399
Release 2009-07-06
Genre Business & Economics
ISBN 0521766559

Download Discrete Choice Methods with Simulation Book in PDF, Epub and Kindle

This book describes the new generation of discrete choice methods, focusing on the many advances that are made possible by simulation. Researchers use these statistical methods to examine the choices that consumers, households, firms, and other agents make. Each of the major models is covered: logit, generalized extreme value, or GEV (including nested and cross-nested logits), probit, and mixed logit, plus a variety of specifications that build on these basics. Simulation-assisted estimation procedures are investigated and compared, including maximum stimulated likelihood, method of simulated moments, and method of simulated scores. Procedures for drawing from densities are described, including variance reduction techniques such as anithetics and Halton draws. Recent advances in Bayesian procedures are explored, including the use of the Metropolis-Hastings algorithm and its variant Gibbs sampling. The second edition adds chapters on endogeneity and expectation-maximization (EM) algorithms. No other book incorporates all these fields, which have arisen in the past 25 years. The procedures are applicable in many fields, including energy, transportation, environmental studies, health, labor, and marketing.

Choice Modelling

Choice Modelling
Title Choice Modelling PDF eBook
Author Stephane Hess
Publisher Edward Elgar Publishing
Pages 322
Release 2013-01-01
Genre Business & Economics
ISBN 1781007276

Download Choice Modelling Book in PDF, Epub and Kindle

'This collection of papers, by leading researchers in the field, provides an excellent view of the current state of research and applications. Exciting new techniques are presented, and realistic solutions are offered to issues that arise in applied work. It is an admirably rich volume, offering valuable insights for all readers of choice modeling.' Kenneth Train, University of California, Berkeley and NERA Economic Consulting, Inc., San Francisco, California, US 'I'm an enthusiastic fan of the ICMC, where researchers are friendly, genuinely interested in learning from and helping one another. There is much to learn because each discipline brings a different perspective to the field and to theoretical and applied problems in decision-making and choice behavior. The ICMC embodies the philosophy that most real choice problems are complex and require a cross-disciplinary approach. The papers in this volume represent an eclectic cross-section of the topics covered by key researchers in the field. I look forward to getting our PhD students and postdocs stuck into them.' Jordan Louviere, University of Technology Sydney, Australia Choice modelling has been one of the most active fields in economics over recent years. This valuable new book contains leading contributions from academics and practitioners from across the different areas of study where choice modelling is a key analytical technique, drawn from a recent international conference. Choice models explain the behaviour of individuals by quantifying their values, responses and perceptions of attributes describing the various options (alternatives) available to them. Policy makers and planners have long since recognised the potential of using choice models for guidance purposes, with applications in fields as diverse as transport analysis, healthcare, telecommunications, public service evaluation and energy. The unique mix of theoretical and applied chapters will appeal to academics, students, researchers and practitioners in various fields, as well as anyone with a general interest in the subject.

Applied Discrete-Choice Modelling

Applied Discrete-Choice Modelling
Title Applied Discrete-Choice Modelling PDF eBook
Author David A. Hensher
Publisher Routledge
Pages 280
Release 2018-04-09
Genre Business & Economics
ISBN 1351140744

Download Applied Discrete-Choice Modelling Book in PDF, Epub and Kindle

Originally published in 1981. Discrete-choice modelling is an area of econometrics where significant advances have been made at the research level. This book presents an overview of these advances, explaining the theory underlying the model, and explores its various applications. It shows how operational choice models can be used, and how they are particularly useful for a better understanding of consumer demand theory. It discusses particular problems connected with the model and its use, and reports on the authors’ own empirical research. This is a comprehensive survey of research developments in discrete choice modelling and its applications.

Cognitive Choice Modeling

Cognitive Choice Modeling
Title Cognitive Choice Modeling PDF eBook
Author Zheng Joyce Wang
Publisher MIT Press
Pages 305
Release 2021-03-09
Genre Science
ISBN 0262361655

Download Cognitive Choice Modeling Book in PDF, Epub and Kindle

The emerging interdisciplinary field of cognitive choice models integrates theory and recent research findings from both decision process and choice behavior. Cognitive decision processes provide the interface between the environment and brain, enabling choice behavior, and the basic cognitive mechanisms underlying decision processes are fundamental to all fields of human activity. Yet cognitive processes and choice processes are often studied separately, whether by decision theorists, consumer researchers, or social scientists. In Cognitive Choice Modeling, Zheng Joyce Wang and Jerome R. Busemeyer introduce a new cognitive modeling approach to the study of human choice behavior. Integrating recent research findings from both cognitive science and choice behavior, they lay the groundwork for the emerging interdisciplinary field of cognitive choice modeling.

Discrete Choice Analysis

Discrete Choice Analysis
Title Discrete Choice Analysis PDF eBook
Author Moshe E. Ben-Akiva
Publisher MIT Press
Pages 424
Release 1985
Genre Architecture
ISBN 9780262022170

Download Discrete Choice Analysis Book in PDF, Epub and Kindle

Discrete Choice Analysis presents these results in such a way that they are fully accessible to the range of students and professionals who are involved in modelling demand and consumer behavior in general or specifically in transportation - whether from the point of view of the design of transit systems, urban and transport economics, public policy, operations research, or systems management and planning. The methods of discrete choice analysis and their applications in the modelling of transportation systems constitute a comparatively new field that has largely evolved over the past 15 years. Since its inception, however, the field has developed rapidly, and this is the first text and reference work to cover the material systematically, bringing together the scattered and often inaccessible results for graduate students and professionals. Discrete Choice Analysis presents these results in such a way that they are fully accessible to the range of students and professionals who are involved in modelling demand and consumer behavior in general or specifically in transportation - whether from the point of view of the design of transit systems, urban and transport economics, public policy, operations research, or systems management and planning. The introductory chapter presents the background of discrete choice analysis and context of transportation demand forecasting. Subsequent chapters cover, among other topics, the theories of individual choice behavior, binary and multinomial choice models, aggregate forecasting techniques, estimation methods, tests used in the process of model development, sampling theory, the nested-logit model, and systems of models. Discrete Choice Analysis is ninth in the MIT Press Series in Transportation Studies, edited by Marvin Manheim.

Applied Choice Analysis

Applied Choice Analysis
Title Applied Choice Analysis PDF eBook
Author David A. Hensher
Publisher Cambridge University Press
Pages 1219
Release 2015-06-11
Genre Business & Economics
ISBN 1107092647

Download Applied Choice Analysis Book in PDF, Epub and Kindle

A fully updated second edition of this popular introduction to applied choice analysis, written for graduate students, researchers, professionals and consultants.