Handbook of Mobility Data Mining, Volume 1
Elsevier - Health Sciences Division (Verlag)
978-0-443-18428-4 (ISBN)
Further, the book introduces how to design MDM platforms that adapt to the evolving mobility environment, new types of transportation, and users based on an integrated solution that utilizes sensing and communication capabilities to tackle significant challenges faced by the MDM field. This volume focuses on how to efficiently pre-process mobile big data to extract and utilize critical feature information of high-dimensional city people flow. The book first provides a conceptual theory and framework, then discusses data sources, trajectory map-matching, noise filtering, trajectory data segmentation, data quality assessment, and more, concluding with a chapter on privacy protection in mobile big data mining.
Haoran (Ronan) Zhang is Assistant Professor in the Center for Spatial Information Science at the University of Tokyo, a Researcher at the School of Business Society and Engineering at Mälardalen University in Sweden, and Senior Scientist at Locationmind Inc. in Japan. His research includes smart supply chain technologies, GPS data in shared transportation, urban sustainable performance, GIS technologies in renewable energy systems, and smart cities. He is author of numerous journal articles and Editorial Board Member of several international academic journals. He has Ph.D.’s in both Engineering and Sociocultural Environment and was awarded Excellent Young Researcher by Japan’s Ministry of Education, Culture, Sports, Science and Technology.
1. Mobility Data Preprocessing and Visualization: Concept, Theory, and Framework 2. Mobility Data Sources 3. Trajectory Map-Matching 4. Noise Filtering of Mobility Data 5. Trajectory Data Segmentation 6. Stop-Move Detection of Trajectorty Data 7. Travel Mode Detection of Trajectorty Data 8. Mobility Data Quality Assessment 9. Modifiable Areal Unit Problem 10. Mobility Data Management and Visualization
Erscheinungsdatum | 18.01.2023 |
---|---|
Verlagsort | Philadelphia |
Sprache | englisch |
Maße | 152 x 229 mm |
Gewicht | 450 g |
Themenwelt | Sachbuch/Ratgeber ► Natur / Technik ► Fahrzeuge / Flugzeuge / Schiffe |
Sozialwissenschaften ► Soziologie | |
Wirtschaft ► Betriebswirtschaft / Management | |
ISBN-10 | 0-443-18428-3 / 0443184283 |
ISBN-13 | 978-0-443-18428-4 / 9780443184284 |
Zustand | Neuware |
Haben Sie eine Frage zum Produkt? |
aus dem Bereich