Description: Data Preprocessing and Visualization, Paperback by Zhang, Haoran (EDT), ISBN 0443184283, ISBN-13 9780443184284, Like New Used, Free shipping in the US 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. Th explains how to preprocess mobile big data, visualize urban mobility, simulate and predict human travel behavior, and assess urban mobility characteristics and their matching performance as conditions and constraints in transport, emergency management, and sustainability development systems. Th contains crucial information for researchers, engineers, operators, administrators, and policymakers seeking greater understanding of current technologies' infra-knowledge structure and limitations. Further, th 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. Th 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. Introduces the characteristics of different mobility data sources, like GPS, CDR, and sensor-based mobility data Summarizes existing visualization technologies of the current transportation system into a multi-view frame, covering the perspective of the three leading actors Provides recommendations for practical open-source tools and libraries for system visualization Stems from the editor’s strong network of global transport authorities and transport companies, providing a solid knowledge structure and data foundation as well as geographical and stakeholder coverage
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Book Title: Data Preprocessing and Visualization
Number of Pages: 300 Pages
Language: English
Publication Name: Handbook of Mobility Data Mining, Volume 1 : Data Preprocessing and Visualization
Publisher: Elsevier
Subject: Operations Research, General
Publication Year: 2023
Type: Textbook
Item Length: 9 in
Subject Area: Mathematics, Transportation, Social Science, Business & Economics
Author: Haoran Zhang
Item Width: 6 in
Format: Trade Paperback
