Handbook of Mobility Data Mining, Volume 1: Data Preprocessing and Visualization

Handbook of Mobility Data Mining, Volume 1: Data Preprocessing and Visualization (Handbook of Mobility Data Mining, 1) 1st Edition
by Haoran Zhang (Editor)
Publisher Finelybook 出版社:Elsevier; 1st edition (February 9, 2023)
Language 语言:English
pages 页数:222 pages
ISBN-10 书号:0443184283
ISBN-13 书号:9780443184284

Book Description
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 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. The book contains crucial information for researchers, engineers, operators, administrators, and policymakers seeking greater understanding of current technologies' infra-knowledge structure and limitations.

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.

下载地址 Download
普通下载(限速)
访问密码 1024城通网盘
高速下载(不限速)
1积分(VIP免费),请先 没有帐号? 注 册 一个!
觉得文章有用就打赏一下
未经允许不得转载:finelybook » Handbook of Mobility Data Mining, Volume 1: Data Preprocessing and Visualization

相关推荐

  • 暂无文章

您的打赏,我们将继续给力更多优质内容

支付宝扫一扫打赏

微信扫一扫打赏