Handbook of mobility data mining. Volume One, Data preprocessing and visualization /

"Handbook of Mobility Data Mining, Volume One: Data Preprocessing and Visualization introduces the fundamental technologies of mobile big data mining (MDM), advanced AI methods, and upper-level applications, helping readers comprehensively understand MDM with a bottom-up approach. The book expl...

Full description

Bibliographic Details
Corporate Author: ScienceDirect (Online service)
Other Authors: Zhang, Haoran (College teacher) (Editor)
Format: eBook
Language:English
Published: Amsterdam, Netherlands ; Cambridge, MA : Elsevier, [2023]
Subjects:
Online Access:Connect to the full text of this electronic book
Table of Contents:
  • Chapter One - An overview of urban data variety and respective value to urban computing
  • Chapter Two - Quality assessment for big mobility data
  • Chapter Three - Noise filter method for mobile trajectory data
  • Chapter Four - Modifiable areal unit problem in grided population density map
  • Chapter Five - Few-shot count estimation of mobility dynamics by scaling GPS
  • Chapter Six - Trip segmentation and mode detection for human mobility data
  • Chapter Seven - Benchmark of travel mode detection with smartphone GPS trajectories
  • Chapter Nine - Map-matching for low accuracy trajectory data
  • Chapter Ten - Social information labeling for individual mobile phone user
  • Chapter eleven - Web-based spatio-temporal data visualization technology for urban digital twin.