知的交通システムのためのデータ解析 Data Analytics for Intelligent Transportation Systems

著者名：Chowdhury, Mashrur (EDT)/Apon, Amy (EDT)/Dey, Kakan (EDT)

Elsevier（2017/04/05発売）

• 言語：ENG
• ISBN：9780128097151
• eISBN：9780128098516

Description

Data Analytics for Intelligent Transportation Systems provides in-depth coverage of data-enabled methods for analyzing intelligent transportation systems that includes detailed coverage of the tools needed to implement these methods using big data analytics and other computing techniques. The book examines the major characteristics of connected transportation systems, along with the fundamental concepts of how to analyze the data they produce.It explores collecting, archiving, processing, and distributing the data, designing data infrastructures, data management and delivery systems, and the required hardware and software technologies. Users will learn how to design effective data visualizations, tactics on the planning process, and how to evaluate alternative data analytics for different connected transportation applications, along with key safety and environmental applications for both commercial and passenger vehicles, data privacy and security issues, and the role of social media data in traffic planning.- Includes case studies in each chapter that illustrate the application of concepts covered- Presents extensive coverage of existing and forthcoming intelligent transportation systems and data analytics technologies- Contains contributors from both leading academic and commercial researchers- Explains how to design effective data visualizations, tactics on the planning process, and how to evaluate alternative data analytics for different connected transportation applications

Table of Contents

1. Characteristics of Intelligent Transportation Systems and Its Relationship With Data Analytics2. Data Analytics: Fundamentals3. Data Science Tools and Techniques to Support Data Analytics in Transportation Applications4. The Centrality of Data: Data Lifecycle and Data Pipelines5. Data Infrastructure for Intelligent Transportation Systems6. Security and Data Privacy of Modern Automobiles7. Interactive Data Visualization8. Data Analytics in Systems Engineering for Intelligent Transportation Systems9. Data Analytics for Safety Applications10. Data Analytics for Intermodal Freight Transportation Applications11. Social Media Data in Transportation12. Machine Learning in Transportation Data Analytics