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Data Analytics for Intelligent Transportation Systems cover

Data Analytics for Intelligent Transportation Systems

by Mashrur Chowdhury, Kakan Dey, Amy Apon

2nd Edition

Publisher: Elsevier

(0 reviews)
Computer Science & ITTransportation Engineering

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Book Details

Print ISBN9780443138782
eText ISBN9780443138799
PublisherElsevier
Publishing Year2024
Edition2nd Edition
LanguageEnglish
Pages472

Data Analytics for Intelligent Transportation Systems, 2nd Edition, offers analytical instruction on data-enabled methods used to evaluate intelligent transportation systems. This textbook introduces fundamental analytical tools needed to process, evaluate, and interpret complex data streams generated across modern transit networks and connected transportation systems.

Instruction moves across multiple technical domains central to modern transit management. Thematic coverage details data infrastructure design, data pipelines, and data delivery systems for ITS. Additional chapters evaluate machine learning techniques in transportation data analytics, explore security and data privacy topics related to modern automobiles, and examine how social media data informs traffic planning.

To reinforce practical skill development, each chapter incorporates exercise problems designed to help students master fundamental principles and core technical concepts. The text functions as a primary or supplemental textbook in upper-level undergraduate and graduate ITS courses, serving graduate students and researchers across transportation engineering, data science, and computer science.

Table of Contents

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

  2. Chapter 2: Data Analytics: Fundamentals

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

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

  5. Chapter 5: Data Infrastructure for Intelligent Transportation Systems

  6. Chapter 6: Security and Data Privacy of Modern Automobiles

  7. Chapter 7: Interactive Data Visualization

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

  9. Chapter 9: Data Analytics for Safety Applications

  10. Chapter 10: Data Analytics for Intermodal Freight Transportation Applications

  11. Chapter 11: Social Media Data in Transportation

  12. Chapter 12: Machine Learning in Transportation Data Analytics

  13. Chapter 13: Quantum Computing in Data Analytics, Mashrur Chowdhury

  14. Chapter 14: Society and Environment in ITS Data Analytics

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▶Research Sources (15)
  • Data Analytics for Intelligent Transportation Systems - Valore
  • Data Analytics for Intelligent Transportation Systems - Librerías Gandhi
  • Data Analytics for Intelligent Transportation Systems - Porrúa
  • Data Analytics for Intelligent Transportation Systems (ebook ... - Bol
  • Computer science print books and ebooks - page 6 | Elsevier ...
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  • About the Book - University of California Press
  • Live Beyond - Bookshop.org
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