Data Analytics for Intelligent Transportation Systems 1st Edition

Data Analytics for Intelligent Transportation Systems 1st Edition – Ebook Instant Download/Delivery ISBN(s): 9780128098516,0128098511

Product details:

• ISBN 10:0128098511
• ISBN 13: 9780128098516
• Author: Mashrur Chowdhury, Amy Apon, Kakan Dey

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.

Table contents:

Chapter 1. Characteristics of Intelligent Transportation Systems and Its Relationship With Data Analytics

Chapter 2. Data Analytics: Fundamentals

Chapter 3. Data Science Tools and Techniques to Support Data Analytics in Transportation Applications

Chapter 4. The Centrality of Data: Data Lifecycle and Data Pipelines

Chapter 5. Data Infrastructure for Intelligent Transportation Systems

Chapter 6. Security and Data Privacy of Modern Automobiles

Chapter 7. Interactive Data Visualization

Chapter 8. Data Analytics in Systems Engineering for Intelligent Transportation Systems

Chapter 9. Data Analytics for Safety Applications

Chapter 10. Data Analytics for Intermodal Freight Transportation Applications

Chapter 11. Social Media Data in Transportation

Chapter 12. Machine Learning in Transportation Data Analytics

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