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Autor(en): 
  • Esteban Zimányi
  • Mahmoud Sakr
  • Alejandro Vaisman
  • Mobility Data Science: From Data to Insights 
     

    (Buch)
    Dieser Artikel gilt, aufgrund seiner Grösse, beim Versand als 3 Artikel!


    Übersicht

    Auf mobile öffnen
     
    Lieferstatus:   i.d.R. innert 5-10 Tagen versandfertig
    Veröffentlichung:  April 2026  
    Genre:  EDV / Informatik 
     
    databasesystems / datastreams / Datenbanken / Datenmanagement / GeographicInformationSystems / GeospatialDataScience / MobilityDataScience / QueryProcessing
    ISBN:  9783031826382 
    EAN-Code: 
    9783031826382 
    Verlag:  Springer 
    Einband:  Kartoniert  
    Sprache:  English  
    Dimensionen:  H 235 mm / B 155 mm / D 33 mm 
    Gewicht:  920 gr 
    Seiten:  616 
    Bewertung: Titel bewerten / Meinung schreiben
    Inhalt:

    This textbook covers the key topics in mobility data analysis, including all steps of the data science pipeline illustrated with real-world examples.

    The book is composed of three parts. Part I "Fundamental Concepts" provides the background for this book by introducing spatial and temporal databases and motivating the need for mobility databases. Further chapters in this part are devoted to a formal model for representing mobility data, an introduction to mobility data visualization, and the topic of querying mobility databases. Part II "Advanced Topics" covers topics such as query processing and indexing, illustrated with PostgreSQL, introduces mobility data warehouses using synthetic data, and concludes with distributed mobility databases. Part III "Mobility Analytics" covers important topics like mobility data cleaning, including the identification of erroneous data, and mobility analysis using foundational algorithms for spatial and mobility data. It also includes an urban mobility use case that illustrates the concepts presented throughout the book in a real application setting.

    This textbook is written for undergraduate and graduate computer science courses on mobility data science. As such, it follows a pedagogical style to make the work of the instructor easier and to help students to understand the concepts being delivered, complementing the presentation with exercises and a companion GitHub repository. SQL is used as a high-level language for analytics, allowing students to write complex data science code, while abstracting away implementation details. Researchers and practitioners who are interested in an introduction to the area of mobility data science will also find the book a useful reference.

      



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