When Compressive Sensing Meets Mobile Crowdsensing
暫譯: 當壓縮感知遇上行動群眾感知
Kong, Linghe, Wang, Bowen, Chen, Guihai
- 出版商: Springer
- 出版日期: 2019-06-24
- 售價: $4,510
- 貴賓價: 9.5 折 $4,285
- 語言: 英文
- 頁數: 127
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 9811377758
- ISBN-13: 9789811377754
海外代購書籍(需單獨結帳)
商品描述
This book provides a comprehensive introduction to applying compressive sensing to improve data quality in the context of mobile crowdsensing. It addresses the following main topics: recovering missing data, efficiently collecting data, preserving user privacy, and detecting false data.
Mobile crowdsensing, as an emerging sensing paradigm, enables the masses to take part in data collection tasks with the aid of powerful mobile devices. However, mobile crowdsensing platforms have yet to be widely adopted in practice, the major concern being the quality of the data collected. There are numerous causes: some locations may generate redundant data, while others may not be covered at all, since the participants are rarely systematically coordinated; privacy is a concern for some people, who don't wish to share their real-time locations, and therefore some key information may be missing; further, some participants may upload fake data in order to fraudulently gain rewards. To address these problematic aspects, compressive sensing, which works by accurately recovering a sparse signal using very few samples, has proven to offer an effective solution.
商品描述(中文翻譯)
這本書提供了一個全面的介紹，說明如何應用壓縮感知技術來改善移動群眾感知中的數據質量。它涵蓋了以下主要主題：恢復缺失數據、高效收集數據、保護用戶隱私以及檢測虛假數據。
移動群眾感知作為一種新興的感知範式，使大眾能夠借助強大的移動設備參與數據收集任務。然而，移動群眾感知平台在實際應用中尚未被廣泛採用，主要的擔憂是所收集數據的質量。造成這種情況的原因有很多：某些地點可能會產生冗餘數據，而其他地點則可能完全未被覆蓋，因為參與者很少進行系統性的協調；隱私對某些人來說是一個問題，他們不希望分享自己的實時位置，因此一些關鍵信息可能會缺失；此外，一些參與者可能會上傳虛假數據，以詐騙的方式獲取獎勵。為了解決這些問題，壓縮感知技術通過使用非常少的樣本準確恢復稀疏信號，已被證明提供了一個有效的解決方案。
作者簡介
Linghe Kong is currently a Research Professor at the Department of Computer Science and Engineering, Shanghai Jiao Tong University. He previously served as a postdoctoral fellow at Columbia University and McGill University. He completed his Ph.D. at Shanghai Jiao Tong University, his Master's degree at Telecom SudParis, and his Bachelor's degree at Xidian University. His research interests include wireless networks, mobile computing, the Internet of Things, and big data. He has published more than 80 papers and received Best Paper Awards at the conferences IEEE ICPADS 2016 and EAI CloudComp 2016. He serves as an associate or guest editor for IEEE Communications Magazine, Oxford Computer Journal, Springer Telecommunication Systems, and KSII Transactions on Internet and Information Systems, and is a senior member of the IEEE.
Bowen Wang is currently a software engineer in ByteDance Ltd. From 2016 to 2019, he was a postgraduate student in Computer Science from Shanghai Jiao Tong University. He received his bachelor Degree in Mechanical Engineering from Shanghai Jiao Tong University. His research interests include mobile crowdsensing, wireless network and mobile computing.
Guihai Chen earned his B.S. degree from Nanjing University in 1984, M.E. degree from Southeast University in 1987, and Ph.D. degree from the University of Hong Kong in 1997. He is a distinguished professor of Shanghai Jiao Tong University, China. He had been invited as a visiting professor by many universities including Kyushu Institute of Technology, Japan in 1998, University of Queensland, Australia in 2000, and Wayne State University, USA during September 2001 to August 2003. He has a wide range of research interests with focus on sensor network, peer-to-peer computing, high performance computer architecture and combinatorics.
作者簡介(中文翻譯)
孔凌和目前是上海交通大學計算機科學與工程系的研究教授。他曾在哥倫比亞大學和麥吉爾大學擔任博士後研究員。他在上海交通大學獲得博士學位，在Telecom SudParis獲得碩士學位，並在西安電子科技大學獲得學士學位。他的研究興趣包括無線網絡、移動計算、物聯網和大數據。他已發表超過80篇論文，並在IEEE ICPADS 2016和EAI CloudComp 2016會議上獲得最佳論文獎。他擔任IEEE Communications Magazine、Oxford Computer Journal、Springer Telecommunication Systems和KSII Transactions on Internet and Information Systems的副編輯或客座編輯，並且是IEEE的資深會員。
王博文目前是字節跳動有限公司的軟體工程師。從2016年到2019年，他是上海交通大學計算機科學的研究生。他在上海交通大學獲得機械工程學士學位。他的研究興趣包括移動群眾感知、無線網絡和移動計算。
陳桂海於1984年在南京大學獲得學士學位，1987年在東南大學獲得碩士學位，1997年在香港大學獲得博士學位。他是中國上海交通大學的特聘教授。他曾受邀擔任多所大學的訪問教授，包括1998年日本九州工業大學、2000年澳大利亞昆士蘭大學，以及2001年9月至2003年8月期間的美國韋恩州立大學。他的研究興趣範圍廣泛，專注於傳感器網絡、點對點計算、高性能計算機架構和組合數學。
