Discrete Choice Methods with Simulation

Discrete Choice Methods with Simulation

Author: Kenneth Train

Publisher: Cambridge University Press

Published: 2009-07-06

Total Pages: 399

ISBN-13: 0521766559

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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.


Applied Choice Analysis

Applied Choice Analysis

Author: David A. Hensher

Publisher: Cambridge University Press

Published: 2015-06-11

Total Pages: 969

ISBN-13: 131630034X

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The second edition of this popular book brings students fully up to date with the latest methods and techniques in choice analysis. Comprehensive yet accessible, it offers a unique introduction to anyone interested in understanding how to model and forecast the range of choices made by individuals and groups. In addition to a complete rewrite of several chapters, new topics covered include ordered choice, scaled MNL, generalized mixed logit, latent class models, group decision making, heuristics and attribute processing strategies, expected utility theory, and prospect theoretic applications. Many additional case studies are used to illustrate the applications of choice analysis with extensive command syntax provided for all Nlogit applications and datasets available online. With its unique blend of theory, estimation, and application, this book has broad appeal to all those interested in choice modeling methods and will be a valuable resource for students as well as researchers, professionals, and consultants.


The Multi-Agent Transport Simulation MATSim

The Multi-Agent Transport Simulation MATSim

Author: Andreas Horni

Publisher: Ubiquity Press

Published: 2016-08-10

Total Pages: 620

ISBN-13: 190918876X

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The MATSim (Multi-Agent Transport Simulation) software project was started around 2006 with the goal of generating traffic and congestion patterns by following individual synthetic travelers through their daily or weekly activity programme. It has since then evolved from a collection of stand-alone C++ programs to an integrated Java-based framework which is publicly hosted, open-source available, automatically regression tested. It is currently used by about 40 groups throughout the world. This book takes stock of the current status. The first part of the book gives an introduction to the most important concepts, with the intention of enabling a potential user to set up and run basic simulations. The second part of the book describes how the basic functionality can be extended, for example by adding schedule-based public transit, electric or autonomous cars, paratransit, or within-day replanning. For each extension, the text provides pointers to the additional documentation and to the code base. It is also discussed how people with appropriate Java programming skills can write their own extensions, and plug them into the MATSim core. The project has started from the basic idea that traffic is a consequence of human behavior, and thus humans and their behavior should be the starting point of all modelling, and with the intuition that when simulations with 100 million particles are possible in computational physics, then behavior-oriented simulations with 10 million travelers should be possible in travel behavior research. The initial implementations thus combined concepts from computational physics and complex adaptive systems with concepts from travel behavior research. The third part of the book looks at theoretical concepts that are able to describe important aspects of the simulation system; for example, under certain conditions the code becomes a Monte Carlo engine sampling from a discrete choice model. Another important aspect is the interpretation of the MATSim score as utility in the microeconomic sense, opening up a connection to benefit cost analysis. Finally, the book collects use cases as they have been undertaken with MATSim. All current users of MATSim were invited to submit their work, and many followed with sometimes crisp and short and sometimes longer contributions, always with pointers to additional references. We hope that the book will become an invitation to explore, to build and to extend agent-based modeling of travel behavior from the stable and well tested core of MATSim documented here.


Traffic Engineering Handbook

Traffic Engineering Handbook

Author: ITE (Institute of Transportation Engineers)

Publisher: John Wiley & Sons

Published: 2016-01-26

Total Pages: 688

ISBN-13: 1118762304

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Get a complete look into modern traffic engineering solutions Traffic Engineering Handbook, Seventh Edition is a newly revised text that builds upon the reputation as the go-to source of essential traffic engineering solutions that this book has maintained for the past 70 years. The updated content reflects changes in key industry standards, and shines a spotlight on the needs of all users, the design of context-sensitive roadways, and the development of more sustainable transportation solutions. Additionally, this resource features a new organizational structure that promotes a more functionally-driven, multimodal approach to planning, designing, and implementing transportation solutions. A branch of civil engineering, traffic engineering concerns the safe and efficient movement of people and goods along roadways. Traffic flow, road geometry, sidewalks, crosswalks, cycle facilities, shared lane markings, traffic signs, traffic lights, and more—all of these elements must be considered when designing public and private sector transportation solutions. Explore the fundamental concepts of traffic engineering as they relate to operation, design, and management Access updated content that reflects changes in key industry-leading resources, such as the Highway Capacity Manual (HCM), Manual on Uniform Traffic Control Devices (MUTCD), AASSHTO Policy on Geometric Design, Highway Safety Manual (HSM), and Americans with Disabilities Act Understand the current state of the traffic engineering field Leverage revised information that homes in on the key topics most relevant to traffic engineering in today's world, such as context-sensitive roadways and sustainable transportation solutions Traffic Engineering Handbook, Seventh Edition is an essential text for public and private sector transportation practitioners, transportation decision makers, public officials, and even upper-level undergraduate and graduate students who are studying transportation engineering.


The Design and Analysis of Computer Experiments

The Design and Analysis of Computer Experiments

Author: Thomas J. Santner

Publisher: Springer

Published: 2019-01-08

Total Pages: 446

ISBN-13: 1493988476

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This book describes methods for designing and analyzing experiments that are conducted using a computer code, a computer experiment, and, when possible, a physical experiment. Computer experiments continue to increase in popularity as surrogates for and adjuncts to physical experiments. Since the publication of the first edition, there have been many methodological advances and software developments to implement these new methodologies. The computer experiments literature has emphasized the construction of algorithms for various data analysis tasks (design construction, prediction, sensitivity analysis, calibration among others), and the development of web-based repositories of designs for immediate application. While it is written at a level that is accessible to readers with Masters-level training in Statistics, the book is written in sufficient detail to be useful for practitioners and researchers. New to this revised and expanded edition: • An expanded presentation of basic material on computer experiments and Gaussian processes with additional simulations and examples • A new comparison of plug-in prediction methodologies for real-valued simulator output • An enlarged discussion of space-filling designs including Latin Hypercube designs (LHDs), near-orthogonal designs, and nonrectangular regions • A chapter length description of process-based designs for optimization, to improve good overall fit, quantile estimation, and Pareto optimization • A new chapter describing graphical and numerical sensitivity analysis tools • Substantial new material on calibration-based prediction and inference for calibration parameters • Lists of software that can be used to fit models discussed in the book to aid practitioners


Integrated Safety Management Process

Integrated Safety Management Process

Author: Geni Bahar

Publisher: Transportation Research Board

Published: 2003

Total Pages: 156

ISBN-13: 0309087708

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Rising awareness of and increased attention to sexual harassment has resulted in momentum to implement sexual harassment prevention efforts in higher education institutions. Work on preventing sexual harassment is an area that has recently garnered a lot of attention, especially around education and programs that go beyond the standard anti-sexual harassment trainings often used to comply with legal requirements. On April 20-21, 2021, the National Academies of Sciences, Engineering, and Medicine hosted the workshop Developing Evaluation Metrics for Sexual Harassment Prevention Efforts. The workshop explored approaches and strategies for evaluating and measuring the effectiveness of sexual harassment interventions being implemented at higher education institutions and research and training sites, in order to assist institutions in transforming promising ideas into evidence-based best practices. Workshop participants also addressed methods, metrics, and measures that could be used to evaluate sexual harassment prevention efforts that lead to change in the organizational climate and culture and/or a change in behavior among community members. This publication summarizes the presentations and discussion of the workshop.


Choice Experiments Informing Environmental Policy

Choice Experiments Informing Environmental Policy

Author: Ekin Birol

Publisher: Edward Elgar Publishing

Published: 2008-01-01

Total Pages: 363

ISBN-13: 1848441258

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. . . a text detailing several recent, state-of-the-art choice experiment studies in European Union countries is valuable for illustrating the usefulness of the method for informing environmental policy. . . Birol and Koundouri have admirably compiled an array of case studies that provide relevant information for European environmental, agricultural, natural resource management and food policy, and that also offer a number of advances in the application and analysis of the CEM. The text is suitable for academics and graduate students with an interest in current applications of stated preference methods and for policy-makers interested in understanding people s preferences for environmental quality. . . Bethany Cooper, Australasian Journal of Environmental Management This volume provides an assessment of the literature on environmental valuation in Europe. It outlines some of the key environmental policy issues facing European Union countries and provides information on preferences and values associated with policy options. It also provides a set of state of the art examples of preference elicitation and analysis. This volume will be of interest to a variety of audiences. The book provides insights that will be useful to policy makers interested in understanding the public s preferences for environmental quality and it will be useful to academics and graduate students interested in cutting edge applications of stated preference methods. Wictor Adamowicz, University of Alberta, Canada This innovative book is a compilation of state-of-the-art choice experiment studies undertaken in several European Union (EU) countries, including Finland, France, Greece, Ireland, Italy, Poland, Spain and the United Kingdom. The case studies presented concern a variety of environmental, agricultural and natural resource issues such as the management of water resources, forests and agricultural landscapes; conservation of biodiversity and cultural heritage; noise pollution reduction and food labeling. The book highlights how the choice experiment method can be employed to inform efficient and effective design and implementation of various EU level agricultural and environmental policies and directives, including the Common Agricultural Policy, Water Framework Directive, Forestry Strategy, Habitats Directive and food labeling systems. This book will be of great interest to researchers working in the fields of environmental, natural resource and agricultural economics. Academics and graduate students worldwide, as well as applied economists working in international and national organizations, would benefit from the cutting edge choice experiment applications presented in this book. International and national policy makers will also benefit from the information on the use and usefulness of the choice experiment method in informing efficient and effective environmental, agricultural and natural resource management policy making.