迈向移动数据科学（展望论文）
摘要：移动数据捕捉移动物体（如人类、动物和汽车）的位置。随着GPS设备与其他廉价的位置追踪技术的可用性，移动数据被广泛地收集。近年来，移动数据的使用在交通管理、城市规划和健康科学等各个领域展示了重要影响。本文介绍了移动数据科学这一新兴领域。为了实现移动数据科学的统一方法，我们设想一个包括以下组成部分的流程：移动数据收集、清理、分析、管理和隐私。对于每个组成部分，我们解释了移动数据科学与一般数据科学的区别，概述了目前的最新技术进展，并描述了未来几年研究社区面临的开放挑战。
作者：Mohamed Mokbel (University of Minnesota, Minneapolis, USA) and Mahmoud Sakr (Universit''e Libre, Brussels, Belgium) and Li Xiong (Emory University, Atlanta, USA) and Andreas Z"ufle (Emory University, Atlanta, USA) and Jussara Almeida (Federal University of Minas Gerais, Belo Horizonte, Brazil) and Taylor Anderson (George Mason University, Fairfax, USA) and Walid Aref (Purdue University, West Lafayette, USA) and Gennady Andrienko (Fraunhofer IAIS, St. Augustin, Germany) and Natalia Andrienko (Fraunhofer IAIS, St. Augustin, Germany) and Yang Cao (Kyoto University, Kyoto, Japan) and Sanjay Chawla (Qatar Computing Research Institute, Doha, Qatar) and Reynold Cheng (University of Hong Kong, Hong Kong, China) and Panos Chrysanthis (University of Pittsburgh, Pennsylvania, USA) and Xiqi Fei (George Mason University, Fairfax, USA) and Gabriel Ghinita (University of Massachusetts at Boston, Boston, USA) and Anita Graser (Austrian Institute of Technology, Vienna, Austria) and Dimitrios Gunopulos (University of Athens, Greece) and Christian Jensen (Aalborg University, Denmark) and Joon-Seok Kim (Oak Ridge National Laboratory, USA) and Kyoung-Sook Kim (AIST, Tokyo Waterfront, Japan) and Peer Kr"oger (University of Kiel, Germany) and John Krumm (University of Southern California, Log Angeles, USA) and Johannes Lauer (HERE Technologies, Germany) and Amr Magdy (University of California, Riverside, USA) and Mario Nascimento (Northeastern University, Boston, USA) and Siva Ravada (Oracle Corp., Nashua, USA) and Matthias Renz (University of Kiel, Germany) and Dimitris Sacharidis (Universit''e Libre, Brussels, Belgium) and Cyrus Shahabi (University of Southern California, Log Angeles, USA) and Flora Salim (University of New South Wales, Sydney, Australia) and Mohamed Sarwat (Arizona State University, Tempe) and Maxime Schoemans (Universit''e Libre, Brussels, Belgium) and Bettina Speckmann (TU Eindhoven, Netherlands) and Egemen Tanin (University of Melbourne, Australia) and Xu Teng (Esri, California, USA) and Yannis Theodoridis (University of Piraeus, Greece) and Kristian Torp (Aalborg University, Denmark) and Goce Trajcevski (Iowa State University, Ames, USA) and Marc van Kreveld (Utrecht University, Netherlands) and Carola Wenk (Tulane University, New Orleans, USA) and Martin Werner (Technical University of Munich, Munich, Germany) and Raymond Wong (Hong Kong University of Science and Technology, Hong Kong, China) and Song Wu (Universit''e Libre, Brussels, Belgium) and Jianqiu Xu (Nanjing University of Aeronautics and Astronautics, Nanjing, China) and Moustafa Youssef (AUC and Alexandria University, Egypt) and Demetris Zeinalipour (University of Cyprus, Nicosia, Cyprus) and Mengxuan Zhang (Iowa State University, Ames, USA) and Esteban Zim''anyi (Universit''e Libre, Brussels, Belgium)
论文ID：2307.05717
分类：Other Computer Science
分类简称：cs.OH
提交时间：2023-08-08