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The complexity, diversity, and random nature of transportation problems necessitates a broad analytical toolbox. Describing tools commonly used in the field, Statistical and Econometric Methods for Transportation Data Analysis, Second Edition provides an understanding of a broad range of analytical tools required to solve transportation problems. It includes a wide breadth of examples and case studies covering applications in various aspects of transportation planning, engineering, safety, and economics.
After a solid refresher on statistical fundamentals, the book focuses on continuous dependent variable models and count and discrete dependent variable models. Along with an entirely new section on other statistical methods, this edition offers a wealth of new material.
New to the Second Edition
- A subsection on Tobit and censored regressions
- An explicit treatment of frequency domain time series analysis, including Fourier and wavelets analysis methods
- New chapter that presents logistic regression commonly used to model binary outcomes
- New chapter on ordered probability models
- New chapters on random-parameter models and Bayesian statistical modeling
- New examples and data sets
Each chapter clearly presents fundamental concepts and principles and includes numerous references for those seeking additional technical details and applications. To reinforce a practical understanding of the modeling techniques, the data sets used in the text are offered on the book’s CRC Press web page. PowerPoint and Word presentations for each chapter are also available for download.
- Sales Rank: #238582 in Books
- Brand: Brand: Chapman and Hall/CRC
- Published on: 2010-12-02
- Original language: English
- Number of items: 1
- Dimensions: 9.21" h x 1.19" w x 6.14" l, 2.00 pounds
- Binding: Hardcover
- 544 pages
- Used Book in Good Condition
Review
The second edition introduces an especially broad set of statistical methods, which are useful not only for transportation modeling but also for modeling in other disciplines. As a lecturer in both transportation and marketing research, I find this book an excellent textbook for advanced undergraduate, Master’s and Ph.D. students, covering topics from simple descriptive statistics to complex Bayesian models. … It is one of the few books that cover an extensive set of statistical methods needed for data analysis in transportation. The book offers a wealth of examples from the transportation field.
―Itzhak Ditzian, The American Statistician, November 2011
Praise for the First Edition:
With [an] evolution in methods comes a tremendous need for books that synthesize and extend the usual statistical theory presentation to one suitable for application-oriented audiences. Washington et al.’s book provides an excellent and needed addition to this genre of texts. … an excellent addition to a practicing transportation analyst’s library as well as a perfect companion to a first-year graduate modeling or methods course … this text adroitly fills a very important niche between practice and theory. … I recommend it for most transportation analysts and believe it to be a good, solid addition to the libraries of transportation graduate students.
―Journal of Transportation Statistics, Vol. 7, Issue 2/3, 2005
It is well done and well organized, and provides good coverage of all the essential elements of statistical and econometric methods and models applied to transportation … I would highly recommend it to anyone engaged in transportation research. I suspect it will be the definitive text on statistics in transportation for some years to come … I am pleased to have had the opportunity to read the book and look forward to using it in my work in the future.
―Technometrics, November 2004
In a time when transportation organizations are gathering unprecedented amounts of data on all aspects of the transportation system performance, transportation professionals need to equip themselves with analytical tools that can adequately handle the uncertainty of that data. This book is quite timely in meeting that need. This book presents the reader with an extensive set of analytical tools that are particularly well-suited for transportation data analysis. … an outstanding and unique contribution to the existing transportation literature. I have no doubt that the book will serve as an important resource for transportation practitioners and researchers, and will play a major role in improving the way in which statistical and econometric methods are currently employed in transportation research. The book is well-organized and well-written, and can serve as an excellent textbook for a number of graduate-level classes in transportation-related disciplines.
―Journal of Transportation Engineering, September/October 2004
In summary, the book succeeds in providing a well-written, clear and concise explanation of an array of statistical and econometric methods. The content is presented in a lively and extremely readable manner that conveys a definite sense that the authors truly understand the psyche of the student body that comprises the bulk of the target market.
―Maritime Economics & Logistics, (6) 2004
About the Author
Simon P. Washington is the Queensland Transport and Main Roads chair and professor in the School of Urban Development, Faculty of Built Environment and Engineering, Center for Accident Research and Road Safety (CARRS-Q), Faculty of Health at Queensland University of Technology. Dr. Washington is an associate editor of the Journal of Transportation Engineering; area editor�of the Journal of Transportation Safety and Security; and an editorial board member of Accident Analysis & Prevention, the Journal of Sustainable Transportation, and Transportation Research: Part A. His research interests include transport mobility safety and risk, travel behavior, urban and transport planning, and transport sustainability.
Matthew G. Karlaftis is an associate professor in the School of Civil Engineering at the National Technical University of Athens. Dr. Karlaftis is European editor of the Journal of Transportation Engineering; an associate editor of the Journal of Infrastructure Systems; and an editorial board member of Transportation Research: Part C, IET Intelligent Transport Systems, Accident Analysis & Prevention, and Transportation Letters. His research areas include public transit operations, urban transportation, and infrastructure management.
Fred L. Mannering is the Charles Pankow Professor of Civil Engineering at Purdue University, where he also holds a courtesy appointment in the Department of Economics. Dr. Mannering is the author of over 100 journal papers and is the editor-in-chief of Transportation Research: Part B. His research interests include the application of econometric and statistical methods to engineering problems, highway safety, transportation economics, automobile demand, and travel behavior.
Most helpful customer reviews
1 of 1 people found the following review helpful.
Make sure you have the right background
By Niko
you need to have an excellent background in statistics first in order to understand this. If you do have that background, then it is an excellent book.
0 of 0 people found the following review helpful.
It provides various examples from published papers. After getting ...
By ShareAll
It provides various examples from published papers. After getting knowledge of statistical and econometric methods, please read papers mentioned in the book.
0 of 0 people found the following review helpful.
Handbook for every transportation modelling researcher!
By TL
One of the most intellectual but yet easy-to-understand books about applications of statistical and econometric models ever written!
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