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Highlights
- Yuanyuan Qiao*, Jiaxin Yin, Wei Wang*, Fábio Duarte, Jie Yang, Carlo Ratti, Survey of Deep Learning for Autonomous Surface Vehicles in the Marine Environment, IEEE Transactions on Intelligent Transportation Systems. 2023, 24(4):3678-3701. PDF, Appendix
- Huajie Chen, Jiyuan He, Weisheng Xu, Tao Feng, Ming Liu, Tianyu Song, Runfeng Yao, Yuanyuan Qiao*, Enhanced Multi-Relationships Integration Graph Convolutional Network for Inferring Substitutable and Complementary Items, The 37th AAAI conference on Artificial Intelligence (AAAI 2023), Washington DC, USA, Feb.7-14, 2023.
- Yuanyuan Qiao*, Yuewei Wu, Fan Duo, Wenhui Lin, and Jie Yang*, Siamese Neural Networks for User Identity Linkage Through Web Browsing, IEEE Transactions on Neural Networks and Learning Systems, 2020, 31(8): 2741-2751. PDF
- Yuanyuan Qiao*, Zhizhuang Xing, Zubair Md. Fadlullah, Jie Yang, and Nei Kato, Characterizing Flow, Application, and User Behavior in Mobile Networks - A Framework for Mobile Big Data, IEEE Wireless Communications, 2018, 25(1): 40-49. PDF
- Yuanyuan Qiao*, Zhongwei Si, Yanting Zhang, Fehmi Ben Abdesslem, Xinyu Zhang, and Jie Yang, A hybrid Markov-based model for human mobility prediction, Neurocomputing, 2018, 278: 99-109. PDF
- Yuanyuan Qiao*, Yihang Cheng, Jie Yang, Jiajia Liu, and Nei Kato, A Mobility Analytical Framework for Big Mobile Data in Densely Populated Area, IEEE transactions on Vehicular Technology, 2017, 66(2): 1443-1455. PDF
- Qiujian Lv*, Yuanyuan Qiao*, Nirwan Ansari*, Jun Liu*, and Jie Yang*, Big data driven hidden Markov model based individual mobility prediction at points of interest, IEEE Transactions on Vehicular Technology, 2017, 66(6): 5204-5216. PDF
- Yuanyuan Qiao*, Xiaoxing Zhao, Jie Yang, and Jiajia Liu, Mobile Big Data Driven Rating Framework: Measure the Relationship between Human Mobility and App Usage Behavior, IEEE Network, 2016, 30(3): 14-21. PDF
- Jie Yang, Yuanyuan Qiao, Xinyu Zhang, Haiyang He, Fang Liu, and Gang Cheng, Characterizing user behavior in mobile internet, IEEE transactions on emerging topics in computing, 2015, 3(1): 95-106. PDF
Full Journal Paper Lists
- Yuanyuan Qiao*, Jiaxin Yin, Wei Wang*, Fábio Duarte, Jie Yang, Carlo Ratti, Survey of Deep Learning for Autonomous Surface Vehicles in the Marine Environment, IEEE Transactions on Intelligent Transportation Systems. 2023, 24(4):3678-3701. PDF, Appendix
- Qing Miao, Min Li, Wenhui Lin, Zhigang Wang, Huiqin Shao, Junwei Xie, NanFei Shu and Yuanyuan Qiao*, Human mobility prediction with calibration for noisy trajectories, Electronics, 2022, 11(20): 3362.
- Ce Li, Qiujian Lv, Ning Li, Yan Wang*, Degang Sun, Yuanyuan Qiao, A novel deep framework for dynamic malware detection based on API sequence intrinsic features, Computers & Security, 2022, 116: 102686. PDF
- Didi Yin, Siyuan Cheng, Boxu Pan, Yuanyuan Qiao, Wei Zhao, Dongyu Wang. *Chinese Named Entity Recognition Based on Knowledge Based Question Answering System, Applied Sciences, 2022, 12(11): 5373. PDF
- Ning Kang, Guannan Xu*, Xianzhong Mu, Hongrui Yang, Yuanyuan Qiao. How virtual clusters affect innovation performance: Evidence from global hydropower industry, Journal of Cleaner Production, 2022: 131554. PDF
- Guannan Xu, Weijie Hu, Yuanyuan Qiao, and Yuan Zhou*, Mapping an innovation ecosystem using network clustering and community identification: a multi-layered framework, Scientometrics, Scientometrics, 2020, 124: 2057–2081. PDF
- Yuanyuan Qiao*, Yuewei Wu, Fan Duo, Wenhui Lin, and Jie Yang*, Siamese Neural Networks for User Identity Linkage Through Web Browsing, IEEE Transactions on Neural Networks and Learning Systems, 2020, 31(8): 2741-2751. PDF
- Yuewei Wu*, Wutong Zhang, Long Zhang, Yuanyuan Qiao, Jie Yang, and Cheng Cheng, A multi-clustering algorithm to solve driving cycle prediction problems based on unbalanced data sets: a Chinese case study, Sensors, 2020, 20(9): 2448. PDF
- Yuewei Wu, Yuanyuan Qiao*, and Jie Yang, Urban Functional Area Division Based on Cell Tower Classification, IEEE Access, 2019, 7:171503 - 171514. PDF
- Yuanyuan Qiao*, Yan Wu, Yaobin He, Libo Hao, Wenhui Lin, and Jie Yang, Linking User Online Behavior across Domains with Internet Traffic, Journal of Universal Computer Science, 2018, 24(3): 277-301. PDF
- Yuanyuan Qiao*, Zhizhuang Xing, Zubair Md. Fadlullah, Jie Yang, and Nei Kato, Characterizing Flow, Application, and User Behavior in Mobile Networks - A Framework for Mobile Big Data, IEEE Wireless Communications, 2018, 25(1): 40-49. PDF
- Yuanyuan Qiao*, Zhongwei Si, Yanting Zhang, Fehmi Ben Abdesslem, Xinyu Zhang, and Jie Yang, A hybrid Markov-based model for human mobility prediction, Neurocomputing, 2018, 278: 99-109. PDF
- Yuanyuan Qiao*, Jianyang Yu, Wenhui Lin, and Jie Yang, A Human-in-the-Loop Architecture for Mobile Network: From the View of Large Scale Mobile Data Traffic, Wireless Personal Communications, 2018, 102(3): 2233–2259. PDF
- Jiyang Xie, Zeyu Song, Yupeng Li, Yanting Zhang, Hong Yu, Jinnan Zhan, Zhanyu Ma*, Yuanyuan Qiao, Jianhua Zhang*, and Jun Guo, A survey on machine learning-based mobile big data analysis: Challenges and applications, Wireless Communications and Mobile Computing, vol. 2018, Article ID 8738613, 19 pages, 2018. PDF
- Qiujian Lv*, Yuanyuan Qiao, Yi Zhang, Fehmi Ben Abdesslem, Wenhui Lin, and Jie Yang, Measuring Geospatial Properties: Relating Online Content Browsing Behaviors to Users’ Points of Interest, Wireless Personal Communications, 2018, 101(3): 1469–1498. PDF
- Yuanyuan Qiao*, Yihang Cheng, Jie Yang, Jiajia Liu, and Nei Kato, A Mobility Analytical Framework for Big Mobile Data in Densely Populated Area, IEEE transactions on Vehicular Technology, 2017, 66(2): 1443-1455. PDF
- Qiujian Lv*, Yuanyuan Qiao*, Nirwan Ansari*, Jun Liu*, and Jie Yang*, Big data driven hidden Markov model based individual mobility prediction at points of interest, IEEE Transactions on Vehicular Technology, 2017, 66(6): 5204-5216. PDF
- Yuanyuan Qiao*, Xiaoxing Zhao, Jie Yang, and Jiajia Liu, Mobile Big Data Driven Rating Framework: Measure the Relationship between Human Mobility and App Usage Behavior, IEEE Network, 2016, 30(3): 14-21. PDF
- Yuanyuan Qiao*, Jie Yang, Haiyang He, Yihang Cheng, and Zhanyu Ma, User location prediction with energy efficiency model in the Long Term‐Evolution network, International Journal of Communication Systems, 2016, 29(14): 2169-2187. PDF
- Jie Yang, Yuanyuan Qiao, Xinyu Zhang, Haiyang He, Fang Liu, and Gang Cheng, Characterizing user behavior in mobile internet, IEEE transactions on emerging topics in computing, 2015, 3(1): 95-106. PDF
- Jie Yang, Yixuan Wang, Yuanyuan Qiao, Xiaoxing Zhao, Fang Liu, and Gang Cheng, On evaluating multi-class network traffic classifiers based on AUC, Wireless Personal Communications, 2015, 83(3): 1731-1750.
- Zhanyu Ma, Andrew E.Teschendorff, Arne Leijon, Yuanyuan Qiao, Honggang Zhang, and Jun Guo, Variational bayesian matrix factorization for bounded support data, IEEE transactions on pattern analysis and machine intelligence, 2015, 37(4): 876-889. PDF
- 乔媛媛*,刘芳,凌艳,尹劲松,云计算环境下 MapReduce 的资源建模与性能预测,北京邮电大学学报,2014,37(增刊1):115-119
- Yuanyuan Qiao*, Zhenming Lei, Lun Yuan, and Minjie Guo, Offline traffic analysis system based on Hadoop, The Journal of China Universities of Posts and Telecommunications. 2013, 20(5):97-103
Full Conference Paper List
- Yongkang Zhao, Yuan Li, Chuang Zhu, Shuaishuai Wang, Zihan Lan, Yuanyuan Qiao.An Adaptive Spatial-Temporal Local Feature Difference Method for Infrared Small-moving Target Detection, 2023 8th IEEE International Conference on Network Intelligence and Digital Content (IEEE IC-NIDC 2023), Beijing, China, 3 November 2023 - 5 November 2023.
- Runfeng Yao,Weisheng Xu,Zhenyu Liu,Yang Wang,Zhen Li,Yuanyuan Qiao,Jie Yang. ReDRec: Relation and Dynamic aware Graph Convolutional Network for sequential recommendation, 2023 8th IEEE International Conference on Network Intelligence and Digital Content(IEEE IC-NIDC), Beijing, China, 3 Nov 2023 - 05 Nov 2023.
- Wei Wang, Xiaojing Cao, Alejandro Gonzalez-Garcia, Lianhao Yin, Niklas Hagemann, Yuanyuan Qiao, Carlo Ratti, Daniela Rus. Deep Reinforcement Learning Based Tracking Control of an Autonomous Surface Vessel in Natural Waters, 2023 IEEE International Conference on Robotics and Automation (ICRA), London, United Kingdom, 29 May 2023 - 02 June 2023.
- Huajie Chen, Jiyuan He, Weisheng Xu, Tao Feng, Ming Liu, Tianyu Song, Runfeng Yao, Yuanyuan Qiao*, Enhanced Multi-Relationships Integration Graph Convolutional Network for Inferring Substitutable and Complementary Items, The 37th AAAI conference on Artificial Intelligence (AAAI 2023), Washington DC, USA, Feb.7-14, 2023.
- Jiawei Wang, Tianyu Song, Yan Zhang, Shengmin Wang, Wenhui Lin, Zhigang Wang and Yuanyuan Qiao*, Decoupled Teacher for Semi-Supervised Drone Detection, 2022 IEEE the 8th International Conference on Computer and Communications (ICCC), Chengdu, China, 2022.12.9-12
- YaoChen, Biao Zhang, Zhen Li, Yuanyuan Qiao, Ship Detection with Optical Image Based on Attention and Loss Improved YOLO, 2022 3rd International Conference on Pattern Recognition and Machine Learning (PRML 2022), Chengdu, China, 2022.7.22-24
- Mingwei Xu, Yu Zhou, Yuanyuan Qiao, Kai Xu, Yu Wang, Jie Yang, ECRaft: A Raft Based Consensus Protocol for Highly Available and Reliable Erasure-Coded Storage Systems, 2021 27th International Conference on Parallel and Distributed Systems.(ICPADS), Beijing, China, 2021.12.13-16
- Shengmin Wang, Yi Chu, Zhenhao Qiao, Lan Ma, Hao Zhang, Zehao Wang, and Yuanyuan Qiao, TAX-B2BREC: Multi-Stage Cascade Downstream Company Recommender System based on Taxation Data (Best Paper Reward), 2021 7th International Conference on Network Intelligence and Digital Content (IC-NIDC 2021), Beijing, P.R. China, 2021.11.17-19.
- Yi Chu, Ruixiang Li, Fang Wang, Junlong Ren, Yuanyuan Qiao, and Jie Yang, Sequence Elimination Algorithm for Multi-Server Multi-User Mobile Edge Computing Offloading, 2021 7th International Conference on Network Intelligence and Digital Content (IC-NIDC 2021), Beijing, P.R. China, 2021.11.17-19.
- Yuchen Qiu, Yuanyuan Qiao, Shuo Yang, Jie Yang, Tax-KG: Taxation Big Data Viusualization System for Knowledge Graph, 2020 IEEE 5th International Conference on Signal and Image Processing (ICSIP), Nanjing, China, 2020.7.3-5
- Ke Mei, Chuang Zhu, Lei Jiang, Jun Liu, and Yuanyuan Qiao, Cross-stained Segmentation from Renal Biopsy Images Using Multi-level Adversarial Learning, ICASSP 2020, Barcelona, Spain, 2020.5.4-8
- Yuchen Qiu, Yuanyuan Qiao, Shengmin Wang, Jie Yang, Residence and Workplace Recovery: User Privacy Risk in Mobility Data, Proceedings of the 2020 Intelligent on Intelligent Cross-Data Analysis and Retrieval Workshop. 2020: 15-20.
- Yuanyuan Qiao, Discovering City Functional Region and Human Mobility Patterns Using Mobile Phone Data (Presentation), ICUI2019, Hong Kong, China, 2019.06.23-06.28.
- Jianyang Yu, Yuanyuan Qiao, Nanfei Shu, Kewu Sun, Shenshen Zhou, Jie Yang, Neural Network Based Transaction Classification System for Chinese Transaction Behavior Analysis, 2019 IEEE International Congress on Big Data (BigDataCongress), Milan, Italy, 2019.7.8-13
- Jianyang Yu, Yuanyuan Qiao, Kewu Sun, Hao Zhang, and Jie Yang, Chinese Transaction Behavior Analysis with Recommender System Based on Transaction Behavior Categories (Poster), AAAI2019, Honolulu, Hawaii, USA, 2019.1.27-2.1
- Zhizhuang Xing, Wenhui Lin, Yuanyuan Qiao*, Hao Zhang, Kewu Sun, and Jie Yang, Inferring Land Use Type in Urban Area with Mobile Big Data, ICCC2018, Chengdu, P.R. China, 2018.12.7-10
- Jianyang Yu, Yuanyuan Qiao, Kewu Sun, Hao Zhang, and Jie Yang, Classification of transaction behavior in tax invoices using compositional CNN-RNN model (Poster), UBICOMP2018, Singapore, 2018.10.8-12
- Aoxiang Cao, Yuanyuan Qiao*, Kewu Sun, Hao Zhang, and Jie Yang, Network traffic analysis and prediction of Hotspot in cellular network, IEEE IC-NIDC2018, Guiyang, P.R. China, 2018.8.22-24
- Yi Zhang, Yuanyuan Qiao*, Nanfei Shu, Yizhe Song, and Jie Yang, Find your online social friends from mobile Internet traffic, IEEE IC-NIDC2018, Guiyang, P.R. China, 2018.8.22-24
- Yanting Zhang, Shuaiyu Jin, Yuanyuan Qiao*, Kewu Sun, Hao Zhang, and Jie Yang, Exploring Urban Spatial Hotspots’ Properties Using Inter-Connected User-Location Networks, IEEE CIC/ICCC 2018, Beijing, P.R. China, 2018.8.16-18
- Yuanyuan Qiao*, Fan Duo, Jie Yang, User Identity Linkage Across Websites By Neural Networks, The Ninth International Conference on Complex Systems, ICCS2018, Cambridge, MA, USA, 2018.7.22-27
- Qing Miao, Yuanyuan Qiao*, and Jie Yang, Research of Urban Land Use and Regional Functions Based on Mobile Data Traffic, IEEE International Conference on Data Science in Cyberspace, 2018, Guangzhou, China, 2018.6.18-21
- Shuangshuang Han, Yuanyuan Qiao*, Yanting Zhang, Wenhui Lin, and Jie Yang, Analyze Users’ Online Shopping Behavior Using Interconnected Online Interest-Product Network, IEEE Wireless Communications and Networking Conference, WCNC 2018, Barcelona, Spain, 2018.4.15-18
- Zheng Liu, Yuanyuan Qiao*, Siyan Tao, Wenhui Lin, and Jie Yang, Analyzing Human Mobility and Social Relationships from Cellular Network Data, 13th International Conference on Network and Service Management Workshop on Internet Charging and QoS Technologies, CNSM WS on ICQT 2017, Tokyo, Japan, 2017.11.26-30
- Fan Duo, Yuanyuan Qiao, and Jie Yang, Analysis and Modeling of Ride-sharing Service User Behavior in Urban Area, 6th IEEE/CIC International Conference on Communications in China, ICCC2017, Qingdao, P.R. China, 2017.10.22-24
- Qi Li*, Yuanyuan Qiao*, Wenhui Lin, and and Jie Yang, Understanding Correlation Between Offline Mobility and Online Browsing Tendency in Mobile Network, 8th Annual IEEE International Symposium on Personal, Indoor and Mobile Radio Communications Workshop on Personalised Mobile Applications for Smart Cities and Smart Citizens, IEEE PIMRC WS on PMA 2017, Montreal, Canada, 2017.10.08-13
- Bo Wen*, Yuanyuan Qiao*, Wenhui Lin, and Jie Yang, Connecting Mobility, Online Behavior and Urban Structure from Cellular Network Data, 8th Annual IEEE International Symposium on Personal, Indoor and Mobile Radio Communications Workshop on Communications for Networked Smart Cities, IEEE PIMRC WS on CORNER 2017, Montreal, Canada, 2017.10.08-13
- Yan Wu*, Qiujian Lv*, Yuanyuan Qiao*, and Jie Yang*, Linking virtual identities across service domains: an online behavior modeling approach, 13th International Conference on Intelligent Environments Special Session: Representation Learning for Networks, IE Special Session 2017, Seoul, Korea, 2017.8.21-25
- Yihang Cheng*, Yuanyuan Qiao*, and Jie Yang, An improved Markov method for prediction of user mobility, 12th International Conference on Network and Service Management Workshop on Green ICT and Smart Networking, CNSM WS on GISN 2016, Montreal, QC, Canada, 2016.10.31-11.4
- Yuanyuan Qiao*, Yanting Zhang*, Anders Lindgren, and Jie Yang, Understanding online shopping and offline mobility behavior in urban area from the view of multilayer networks, 5th IEEE International Conference on Network Infrastructure and Digital Content, IC-NIDC 2016, Beijing, P.R. China, 2016.9.23-25
- Ling Qi*, Yuanyuan Qiao*, Fehmi Ben Abdesslem*, Zhanyu Ma*, and Jie Yang*, Oscillation resolution for massive cell phone traffic data, The 14th ACM International Conference on Mobile Systems, Applications, and Services (MobiSys 2016) WS on Mobile Data, Singapore, 2016.6.26-30
- Xiaoxing Zhao*, Yuanyuan Qiao*, Anders Lindgren*, Zhongwei Si*, and Jie Yang*, Prediction of User App Usage Behavior from Geo-Spatial Data, 3rd International ACM SIGMOD Workshop on Managing and Mining Enriched Geo-Spatial Data, GeoRich 2016 - In conjunction with SIGMOD 2016, San Francisco, CA, Untited states, 2016.6.26
- Airui Li, Qiujian Lv , Yuanyuan Qiao and Jie Yang. Improving mobility prediction performance with state based prediction method when the user departs from routine, 2016 IEEE International Conference on Big Data Analysis, ICBDA 2016, Hangzhou, P.R. China, 2016.5.12-14
- Junjie Yan, Yuanyuan Qiao, Jie Yang and Sheng Gao. Mining Individual Mobile User Behavior on Location and Interests[C], 15th IEEE International Conference on Data Mining Workshop, ICDMW 2015, Atlantic City, NJ, USA, 2015.11.14-17
- Haiyang He*, Yuanyuan Qiao*, Sheng Gao, Jie Yang, and Jun Guo, Prediction of User Mobility Pattern on a Network Traffic Analysis Platform, 10th International Workshop on Mobility in the Evolving Internet Architecture, MobiArch 2015 co-located with MobiCom 2015, Paris, France, 2015.9.7
- Yufei Di, Yuanyuan Qiao, Jie Yang and Jun Liu. A diffusion mechanism over interest-based communities in Mobile Internet[C],11th EAI International Conference on Heterogeneous Networking for Quality, Reliability, Security and Robustness, QSHINE 2015, TAIPEI, TAIWAN, P.R. China, 2015.8.19-20
- Jie Yang, Xinyu Zhang*, Yuanyuan Qiao, Zubair Md. Fadlullah, and Nei Kato, Global and Individual Mobility Pattern Discovery Based on Hotspots, 2015 IEEE International Conference on Communications, ICC 2015, London, United kingdom, 2015.6.8-12
- Jie Yang, Weicheng Li, Yuanyuan Qiao, Zubair Md. Fadlullah, Nei Kato. Characterizing and modeling of large-scale traffic in mobile network[C], 2015 IEEE Wireless Communications and Networking Conference, WCNC 2015, New Orleans, LA, USA, 2015.5.9-12
- Qiujian Lv, Yufei Di, Yuanyuan Qiao, Zhengming Lei and Chao Dong. Spatial and temporal mobility analysis in LTE mobile network[C], 2015 IEEE Wireless Communications and Networking Conference, WCNC 2015, New Orleans, LA, USA, 2015.5.9 -12
- Dong Peng, Yuanyuan Qiao, and Jie Yang, Analyzing traffic characteristics between backbone networks based on Hadoop, 3rd IEEE International Conference on Cloud Computing and Intelligence Systems, CCIS 2014, Shenzhen, P.R. China, 2014.11.27-29
- Jie Yang, Haiyang He, andYuanyuan Qiao. Network traffic analysis based on Hadoop. Wireless Communications, Vehicular Technology, Information Theory and Aerospace and Electronic Systems, VITAE 2014 - Co-located with Global Wireless Summit, Aalborg, Denmark , 2014.5.11-14
- Qiujian Lv, Zongshan Mei , Yuanyuan Qiao, Yufei Zhong and Zhenming Lei. Hidden Markov Model based user mobility analysis in LTE network[C], Wireless Personal Multimedia Communications, WPMC 2014, Sydney, Australia , 2014.9.7-10
- Yuanyuan Qiao*, Jie Yang, and Zhenming Lei, Structural Analysis of Complex Networks from the Mobile Internet, National Doctoral Academic Forum on Information and Communications Technology 2013, Beijing, P.R. China, 2013.8.21-8.23
- Yuanyuan Qiao*, Zhenming Lei, Jie Yang, and Gang Cheng*, FLAS: Traffic analysis of emerging applications on Mobile Internet using cloud computing tools, 16th International Symposium on Wireless Personal Multimedia Communications Symposium, WPMC 2013, Atlantic City, NJ, United states, 2013.6.24-27
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