Data Science and Simulation in Transportation Research - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Data Science and Simulation in Transportation Research write by Davy Janssens. This book was released on 2014. Data Science and Simulation in Transportation Research available in PDF, EPUB and Kindle.
Data Science and Simulation in Transportation Research
Data Science and Simulation in Transportation Research - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Data Science and Simulation in Transportation Research write by Davy Janssens. This book was released on 2014. Data Science and Simulation in Transportation Research available in PDF, EPUB and Kindle. "This book highlights entirely new and detailed spatial-temporal micro-simulation methodologies for human mobility and the emerging dynamics of our society, offering novel ideas grounded in big data from various data mining and transportation science sources"--
Data Science and Simulation in Transportation Research
Data Science and Simulation in Transportation Research - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Data Science and Simulation in Transportation Research write by Janssens, Davy. This book was released on 2013-12-31. Data Science and Simulation in Transportation Research available in PDF, EPUB and Kindle. Given its effective techniques and theories from various sources and fields, data science is playing a vital role in transportation research and the consequences of the inevitable switch to electronic vehicles. This fundamental insight provides a step towards the solution of this important challenge. Data Science and Simulation in Transportation Research highlights entirely new and detailed spatial-temporal micro-simulation methodologies for human mobility and the emerging dynamics of our society. Bringing together novel ideas grounded in big data from various data mining and transportation science sources, this book is an essential tool for professionals, students, and researchers in the fields of transportation research and data mining.
Mobility Patterns, Big Data and Transport Analytics
Mobility Patterns, Big Data and Transport Analytics - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Mobility Patterns, Big Data and Transport Analytics write by Constantinos Antoniou. This book was released on 2018-11-27. Mobility Patterns, Big Data and Transport Analytics available in PDF, EPUB and Kindle. Mobility Patterns, Big Data and Transport Analytics provides a guide to the new analytical framework and its relation to big data, focusing on capturing, predicting, visualizing and controlling mobility patterns - a key aspect of transportation modeling. The book features prominent international experts who provide overviews on new analytical frameworks, applications and concepts in mobility analysis and transportation systems. Users will find a detailed, mobility 'structural' analysis and a look at the extensive behavioral characteristics of transport, observability requirements and limitations for realistic transportation applications and transportation systems analysis that are related to complex processes and phenomena. This book bridges the gap between big data, data science, and transportation systems analysis with a study of big data's impact on mobility and an introduction to the tools necessary to apply new techniques. The book covers in detail, mobility 'structural' analysis (and its dynamics), the extensive behavioral characteristics of transport, observability requirements and limitations for realistic transportation applications, and transportation systems analysis related to complex processes and phenomena. The book bridges the gap between big data, data science, and Transportation Systems Analysis with a study of big data's impact on mobility, and an introduction to the tools necessary to apply new techniques.
Machine Learning for Transportation Research and Applications
Machine Learning for Transportation Research and Applications - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Machine Learning for Transportation Research and Applications write by Yinhai Wang. This book was released on 2023-04-19. Machine Learning for Transportation Research and Applications available in PDF, EPUB and Kindle. Transportation is a combination of systems that presents a variety of challenges often too intricate to be addressed by conventional parametric methods. Increasing data availability and recent advancements in machine learning provide new methods to tackle challenging transportation problems. This textbookis designed for college or graduate-level students in transportation or closely related fields to study and understand fundamentals in machine learning. Readers will learn how to develop and apply various types of machine learning models to transportation-related problems. Example applications include traffic sensing, data-quality control, traffic prediction, transportation asset management, traffic-system control and operations, and traffic-safety analysis. Introduces fundamental machine learning theories and methodologies Presents state-of-the-art machine learning methodologies and their incorporation into transportationdomain knowledge Includes case studies or examples in each chapter that illustrate the application of methodologies andtechniques for solving transportation problems Provides practice questions following each chapter to enhance understanding and learning Includes class projects to practice coding and the use of the methods
