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24th ICPADS 2018: Singapore
- 24th IEEE International Conference on Parallel and Distributed Systems, ICPADS 2018, Singapore, December 11-13, 2018. IEEE 2018, ISBN 978-1-5386-7308-9
Session 1: Big Data & Cloud Computing
- Yang Zhang, Daniel Zhang, Nathan Vance
, Qi Li, Dong Wang:
A Light-Weight and Quality-Aware Online Adaptive Sampling Approach for Streaming Social Sensing in Cloud Computing. 1-8 - Fengfeng Pan, Jin Xiong, Yijie Shen, Tianshi Wang, Dejun Jiang:
H-Scheduler: Storage-Aware Task Scheduling for Heterogeneous-Storage Spark Clusters. 9-17 - Haonan Xu, Yanmin Zhu, Yanyan Shen, Linpeng Huang:
Mining Magnitude-Oblivious Periodical Patterns of Dockless Shared Bike Demands. 18-25 - Yijie Mei, Kaixin Huang, Yanmin Zhu, Linpeng Huang:
Statistical Monitoring for NVM Write. 26-33 - Hui Yu, Jiahai Yang, Carol J. Fung, Raouf Boutaba, Yi Zhuang:
ENSC: Multi-Resource Hybrid Scaling for Elastic Network Service Chain in Clouds. 34-41 - Shixuan Sun, Qiong Luo
Parallelizing Recursive Backtracking Based Subgraph Matching on a Single Machine. 42-50 - Jiachen Zhang, Peng Li, Bo Liu, Trent G. Marbach
Performance Analysis of 3D XPoint SSDs in Virtualized and Non-Virtualized Environments. 51-60 - Amit Agarwal, Ta Nguyen Binh Duong:
Co- Location Resistant Virtual Machine Placement in Cloud Data Centers. 61-68 - Liang Fang, Guangtao Xue, Feng Lyu
Intelligent Large-Scale AP Control with Remarkable Energy Saving in Campus WiFi System. 69-76 - Renjie Jin, Guangtao Xue, Feng Lyu
Leveraging Inner-Connection of Message Sequence for Traffic Classification: A Deep Learning Approach. 77-84 - Yujia Huo, Jiang Xiao, Lionel M. Ni:
Towards Personalized Learning Through Class Contextual Factors-Based Exercise Recommendation. 85-92 - Ching-Chi Lin
Energy-Efficient Core Allocation and Deployment for Container-Based Virtualization. 93-101 - Wenyan Chen, Kejiang Ye, Yang Wang, Guoyao Xu, Cheng-Zhong Xu
How Does the Workload Look Like in Production Cloud? Analysis and Clustering of Workloads on Alibaba Cluster Trace. 102-109 - Jing Liu, Jing Qiao:
How to Buy Cloud Resource Better for IaaS User: from the Perspective of Cloud Elasticity Testing. 110-117 - Rong Gu, Min Chen, Wenjia Yang, Chunfeng Yuan, Yihua Huang:
Seal: Efficient Training Large Scale Statistical Machine Translation Models on Spark. 118-125 - Rong Gu, Shiqing Fan, Qiu Hu, Chunfeng Yuan, Yihua Huang:
Parallelizing Machine Learning Optimization Algorithms on Distributed Data-Parallel Platforms with Parameter Server. 126-133 - Muyang Du, Yanni Han, Li Zhao:
A Heuristic Approach for Website Classification with Mixed Feature Extractors. 134-141 - Yassine Ramdane, Omar Boussaid, Nadia Kabachi, Fadila Bentayeb:
Partitioning and Bucketing Techniques to Speed up Query Processing in Spark-SQL. 142-151 - Shike Zhang, Yuxiang Liu, Xiaofeng Gao, Jiaqi Zheng, Guihai Chen
Provably Efficient Algorithms for VNF Routing Optimization. 152-159 - Zengxiang Li, Shen Ren, Sifei Lu, Jiachun Guo, Wentong Cai
Concurrent Hybrid Breadth-First-Search on Distributed PowerGraph for Skewed Graphs. 160-169 - Guo Xu, Tongquan Wei, Junlong Zhou, Mingsong Chen:
Leveraging User Heterogeneities to Maximize Profits in the Cloud. 170-177 - Quanqing Xu, Weiya Xi, Khai Leong Yang, Chao Jin
An Efficient Segment Grouping Approach for Active Disk-Based Storage Systems. 178-185 - Meiguang Zheng, Chenglong Chang, Jiao Yang, Yong Tao:
Phase Space Based Energy Consumption Model and Optimization Analysis in Clouds. 186-193 - Nikos Tziritas, Saad Mustafa
Server Consolidation in Cloud Computing. 194-203
Session 2: Mobile & Ubiquitous Computing
- Qinglang Dai, Yongzhi Huang, Lu Wang
mm- Humidity: Fine-Grained Humidity Sensing with Millimeter Wave Signals. 204-211 - Lei Zhang, Xuan Liu, Yidi Cao, Bin Wu:
O- Recommend: An Optimized User-Based Collaborative Filtering Recommendation System. 212-219 - Huanle Zhang, Ahmed Elmokashfi, Prasant Mohapatra:
WiFi and Multiple Interfaces: Adequate for Virtual Reality? 220-227 - Yutong Liu, Linghe Kong, Yifeng Cao, Vahan Sarafian, Long Cheng, Guihai Chen
Stop Unauthorized Access to Your Smart Devices. 228-235 - Wenping Liu, Yufu Jia, Guoyin Jiang, Hongbo Jiang, Fan Wu, Zhicheng Lv:
WiFi-Sensing Based Person-to-Person Distance Estimation Using Deep Learning. 236-243 - Li Lu
VPad: Virtual Writing Tablet for Laptops Leveraging Acoustic Signals. 244-251 - Ne Wang, Shu Gao, Xiangwen Peng, Minrui Wang:
Research on Fast and Parallel Clustering Method for Trajectory Data. 252-258 - Geyao Cheng, Deke Guo, Jianmai Shi
When Packages Ride a Bus: Towards Efficient City-Wide Package Distribution. 259-266 - Ting Ye, Zhi-Jie Wang, Zhe Quan, Song Guo, Kenli Li, Keqin Li:
ISAECC: An Improved Scheduling Approach for Energy Consumption Constrained Parallel Applications on Heterogeneous Distributed Systems. 267-274 - Yu Li, Xuewei Piao, Haijun Zhang, Kai Lei:
NDN Producer Mobility Management Based on Echo State Network: A Lightweight Machine Learning Approach. 275-282 - Yanting Huang, Weichen Liu
User Experience-Enhanced and Energy-Efficient Task Scheduling on Heterogeneous Multi-Core Mobile Systems. 283-290 - Jiacheng Shang, Si Chen, Jie Wu:
SRVoice: A Robust Sparse Representation-Based Liveness Detection System. 291-298 - Tao Liu, Lei Wang, Zhenquan Qin, Chen Qian, Xin Zhou:
Passive Acoustic Localization Based on COTS Mobile Devices. 299-306 - Wenyang Liu, Weichen Liu
Fine-Grained Task-Level Parallel and Low Power H.264 Decoding in Multi-Core Systems. 307-314 - Shin-Jer Yang, Hsin-Chung Chen:
Design Issues of Novel Round Robin Scheduling Scheme to Improve Processing Performance in a 5G MMWave Network. 315-321 - Rong Zhao, Linshan Jiang, Kaiyue Zhang, Jin Zhang:
An Insurance-Based Framework Against Security Threat in Mobile Crowdsourcing Systems. 322-329 - Min Gao, Xiao Zhang
An Experimental Study on WeChat-Based Large Scale Indoor Localization System. 330-338 - Lige Ding, Dong Zhao, Huadong Ma, Hao Wang, Liang Liu:
Energy-Efficient Min-Max Planning of Heterogeneous Tasks with Multiple UAVs. 339-346
Session 3: Distributed & High Performance Computing
- Qi Zeng, Rakesh Jha, Shigang Chen, Jih-Kwon Peir:
Data Locality Exploitation in Cache Compression. 347-354 - Baodong Wu, Shigang Li, Hang Cao, Yunquan Zhang, He Zhang, Junmin Xiao, Minghua Zhang:
AGCM3D: A Highly Scalable Finite-Difference Dynamical Core of Atmospheric General Circulation Model Based on 3D Decomposition. 355-364 - Sayaka Kamei
A Self-Stabilizing Algorithm for Two Disjoint Minimal Dominating Sets with Safe Convergence. 365-372 - Deqian Zou, Shiyou Qian, Guangtao Xue, Jian Cao, Jiadi Yu, Yanmin Zhu, Minglu Li, Wenjuan Li:
UpPreempt: A Fine-Grained Preemptive Scheduling Strategy for Container-Based Clusters. 373-380 - Vi Ngoc-Nha Tran, Tommy Oines, Alexander Horsch
REOH: Using Probabilistic Network for Runtime Energy Optimization of Heterogeneous Systems. 381-388 - Ikki Fujiwara
Effectiveness of Moldable and Malleable Scheduling in Deep Learning Tasks. 389-398 - Girum Dagnaw, Hua Wang, Ke Zhou:
CACH-Dedup: Content Aware Clustered and Hierarchical Deduplication. 399-407 - Ari Rasch, Martin Wrodarczyk, Richard Schulze, Sergei Gorlatch:
OCAL: An Abstraction for Host-Code Programming with OpenCL and CUDA. 408-416 - Qiang Wang
GPGPU Performance Estimation with Core and Memory Frequency Scaling. 417-424 - Shaohuai Shi
A DAG Model of Synchronous Stochastic Gradient Descent in Distributed Deep Learning. 425-432 - Longchuan Yan, Wantao Liu, Dongxia Bai:
Temperature and Power Aware Server Placement Optimization for Enterprise Data Center. 433-440 - Tao Gao, Yanfei Guo, Boyu Zhang, Pietro Cicotti, Yutong Lu, Pavan Balaji, Michela Taufer
On the Power of Combiner Optimizations in MapReduce Over MPI Workflows. 441-448 - Pham Nguyen Quang Anh, Rui Fan:
Efficient Algorithms for Graph Coloring on GPU. 449-456 - Hao Xu, Yanmin Zhu, Yuting Chen, Linpeng Huang, Tianyou Li, Pan Deng:
JSNVM: Supporting Data Persistence in JavaScript Using Non-Volatile Memory. 457-464 - Robin Kobus, Adrian Lamoth, André Müller
cuBool: Bit-Parallel Boolean Matrix Factorization on CUDA-Enabled Accelerators. 465-472 - Chang Liu, Jianwen Wei, Yichao Wang
Optimizing Deep Learning Frameworks Incrementally to Get Linear Speedup: A Comparison Between IPoIB and RDMA Verbs. 473-480 - Simone Economo, Emiliano Silvestri
Model-Based Proactive Read-Validation in Transaction Processing Systems. 481-488 - Shravan Patel, Umang Agarwal, Sriram Kailasam
A Dynamic Load Balancing Scheme for Distributed Formal Concept Analysis. 489-496 - Johannes Langguth, Xing Cai, Mohammed Sourouri:
Memory Bandwidth Contention: Communication vs Computation Tradeoffs in Supercomputers with Multicore Architectures. 497-506 - Marziyeh Nourian, Hancheng Wu, Michela Becchi:
A Compiler Framework for Fixed-Topology Non-Deterministic Finite Automata on SIMD Platforms. 507-516 - Tianqi Xu, Kento Sato, Satoshi Matsuoka:
Explorations of Data Swapping on Burst Buffer. 517-526
Session 4: Security & Dependable Computing
- Wenchao Zou, Renfa Li, Wufei Wu, Lining Zeng:
Hardware Cost and Energy Consumption Optimization for Safety-Critical Applications on Heterogeneous Distributed Embedded Systems. 527-536 - Rajorshi Biswas, Jie Wu:
Filter Assignment Policy Against Distributed Denial-of-Service Attack. 537-544 - Helei Cui
Towards Privacy-Preserving Malware Detection Systems for Android. 545-552 - Shuaibing Zhao, Lu Shen, Yusen Li, Rebecca J. Stones, Gang Wang, Xiaoguang Liu:
An Efficient Fault Tolerance Framework for Distributed In-Memory Caching Systems. 553-560 - Dongdong Yue, Ruixuan Li, Yan Zhang, Wenlong Tian, Chengyi Peng:
Blockchain Based Data Integrity Verification in P2P Cloud Storage. 561-568 - Zaeem Hussain, Xiaolong Cui, Taieb Znati, Rami G. Melhem:
CoLoR: Co-Located Rescuers for Fault Tolerance in HPC Systems. 569-576 - Changjiang Gou, Anne Benoit
Reliability-Aware Energy Optimization for Throughput-Constrained Applications on MPSoC. 577-586 - Yongming Ben, Yanni Han, Ning Cai, Wei An, Zhen Xu:
T-Tracker: Compressing System Audit Log by Taint Tracking. 587-595 - Junxu Xia, Deke Guo, Lailong Luo, Jiangfan Li, Chendie Yao:
Topology-Aware Efficient Storage Scheme for Fault-Tolerant Storage Systems in Data Centers. 596-603 - Kai Lei, Qichao Zhang, Limei Xu, Zhuyun Qi:
Reputation-Based Byzantine Fault-Tolerance for Consortium Blockchain. 604-611 - Guowei Wu, Zhaoxin Li, Lin Yao:
DoS Mitigation Mechanism Based on Non-Cooperative Repeated Game for SDN. 612-619 - Chao Xue, Zhanyong Tang, Guixin Ye, Guanghui Li, Xiaoqing Gong, Wei Wangg, Dingyi Fang, Zheng Wang
Exploiting Code Diversity to Enhance Code Virtualization Protection. 620-627 - Hongjing Wu, Yan Zhang, Huiran Yang, Guangxi Yu, Jiuyue Cao:
Virtualized Security Function Placement for Security Service Chaining in Cloud. 628-637 - Bin Wang, Hans Vandierendonck, Georgios Karakonstantis, Dimitrios S. Nikolopoulos
Userspace Hypervisor Data Characterization in Virtualized Environment. 638-645 - Fan Zhang, Yiran Zhang, Xinjie Zhao, Shize Guo, Ziyuan Liang, Samiya Qureshi:
Improved Differential Fault Analysis on LED with Constraint Equations: Towards Reaching Its Limit. 646-653 - Fan Zhang, Yiran Zhang, Shengwen Shi, Shize Guo, Ziyuan Liang, Samiya Qureshi, Congyuan Xu:
Optimized Lightweight Hardware Trojan-Based Fault Attack on DES. 654-661 - Mohammad Hashem Haghighat, Jun Li:
Toward Fast Regex Pattern Matching Using Simple Patterns. 662-670
Session 5: Fog & Edge Computing
- Hongshan Li, Chenghao Hu, Jingyan Jiang, Zhi Wang, Yonggang Wen, Wenwu Zhu:
JALAD: Joint Accuracy-And Latency-Aware Deep Structure Decoupling for Edge-Cloud Execution. 671-678 - Wanru Xu, Panlong Yang, Chaocan Xiang, Chang Tian:
TIMAO: Time-Sensitive Mobile Advertisement Offloading with Performance Guarantee. 679-686 - Wei Liu, Yisheng Jiang, Shanjie Xu, Guangyi Cao, Wei Du, Yu Cheng:
Mobility-Aware Video Prefetch Caching and Replacement Strategies in Mobile-Edge Computing Networks. 687-694 - Nguyen Van Toan, Ung Park, Geunwoong Ryu:
RCANE: Semi-Centralized Network of Parallel Blockchain and APoS. 695-700 - Chengpeng Xia
ETRA: Efficient Three-Stage Resource Allocation Auction for Mobile Blockchain in Edge Computing. 701-705 - Shuaibing Lu, Jie Wu, Yubin Duan, Ning Wang, Zhiyi Fang:
Cost-Efficient Resource Provisioning in Delay-Sensitive Cooperative Fog Computing. 706-713 - Shanqing Wang, Chengpei Tang, Chancheng Zhou, Xiaolong Zheng:
A Non-Intrusive Multi-Parameter Fault Diagnosis System for Industrial Machineries. 714-721 - Siqi Luo
Dewing in Fog: Incentive-Aware Micro Computing Cluster Formation for Fog Computing. 722-729 - Dongbiao He, Jinlei Jiang, Guangwen Yang, Cédric Westphal:
MCPC: Improving In-Network Caching with Network Partitions. 730-738 - Ching-Yuan Tsai, Ching-Chi Lin
Communication Scheduling Optimization for Distributed Deep Learning Systems. 739-746 - Kai Lei, Yingying Xie, Jian Shi, Haijun Zhang, Gong Zhang, Bo Bai:
OptCaching: A Stackelberg Game and Belief Propagation Based Caching Scheme for Joint Utility Optimization in Fog Computing. 747-754 - Nathan Vance
Privacy-Aware Edge Computing in Social Sensing Applications Using Ring Signatures. 755-762 - Weiwen Zhang, Yong Liu, Long Wang, Zengxiang Li, Rick Siow Mong Goh:
Cost-Efficient and Latency-Aware Workflow Scheduling Policy for Container-Based Systems. 763-770 - I-Hua Chen, Chung-Ta King, Yao-Hua Chen, Juin-Ming Lu:
Full System Emulation of Embedded Heterogeneous Multicores Based on QEMU. 771-778 - Wenjing Liao, Jianping He, Shanying Zhu
On the Tradeoff Between Data-Privacy and Utility for Data Publishing. 779-786 - Chenyang Wang, Wenkai Li, Ding Li, Mingyang Song, Chen Dong, Xiaofei Wang:
Edge Caching via Content Offloading in Heterogeneous Mobile Opportunistic Networks. 787-794 - Zhao Zhang, Huadong Ma, Liang Liu:
TLed: Time-Lived Based Congestion and Rate Control for Video in Named Data Networking. 795-802 - Rohit Zambre
Scalable Communication Endpoints for MPI+Threads Applications. 803-812
Session 6: Internet of Things & Cyber-Physical Systems Co2-Robot : A Collaborative Communication Protocol for Swarm Robots 813
- Xiong Wang, Linghe Kong, Guihai Chen
Co2-Robot: A Collaborative Communication Protocol for Swarm Robots. 813-822 - Chao Tang
A MDP-Based Network Selection Scheme in 5G Ultra-Dense Network. 823-830 - Tobias Sprodowski
Relaxed Collision Constraints Based on Interval Superposition Principle in a DMPC Scheme. 831-838 - Wuming Luo:
IDTable: Self-Describing Relational Data for Resource-Constraint Smart Objects. 839-846 - Jiale Huang, Jigang Wu, Long Chen:
Coalitional Game Based Carpooling Algorithms for Quality of Experience. 847-851 - Jian Yu, Bin Fu, Ao Cao, Zhenqian He, Di Wu
EdgeCNN: A Hybrid Architecture for Agile Learning of Healthcare Data from IoT Devices. 852-859 - Qiuhong Wang, Jingjing Gu, Haitao Huang, Yanchao Zhao:
Online Drone-Based Moving Target Detection System in Dense-Obstructer Environment. 860-867 - Peilin Zhang, Xiaoyuan Ma
Packet-in-Packet: Concatenation with Concurrent Transmission for Data Collection in Low-Power Wireless Sensor Networks. 868-877 - Jie Wu, Minghua Zhu, Bo Xiao, Yunzhou Qiu:
The Improved Fingerprint-Based Indoor Localization with RFID/PDR/MM Technologies. 878-885 - Hui Zhong, Xiaojun Zhu, Bing Chen, Shiqing Shen:
Estimating the Extrema of Large-Scale RFID Systems. 886-893 - Rui Tan, Linshan Jiang, Arvind Easwaran
Resilience Bounds of Sensing-Based Network Clock Synchronization. 894-902 - Chongyu Zhou, Chen-Khong Tham
GraphEL: A Graph-Based Ensemble Learning Method for Distributed Diagnostics and Prognostics in the Industrial Internet of Things. 903-909 - Huikang Li, Gonglong Chen, Yihui Wang, Yi Gao, Wei Dong:
Accurate Performance Modeling of Uplink Transmission in NB-IoT. 910-917 - Aron Laszka
TRANSAX: A Blockchain-Based Decentralized Forward-Trading Energy Exchanged for Transactive Microgrids. 918-927
Session 7: Invited Papers
- Xiaomin Chang
From Insight to Impact: Building a Sustainable Edge Computing Platform for Smart Homes. 928-936 - Johns Paul, Bingsheng He
Query Processing on OpenCL-Based FPGAs: Challenges and Opportunities. 937-945 - Yongzhi Huang, Shaotian Cai, Lu Wang
Oinput: A Bone-Conductive QWERTY Keyboard Recognition for Wearable Device. 946-953 - Jiamei Lv, Yi Gao, Wei Dong:
Measurement and QoE Modeling of Broadband Home Networks with Large-Scale Crowdsourcing. 954-961 - Chung-Kyun Han, Archan Misra
Mobility-Driven BLE Transmit-Power Adaptation for Participatory Data Muling. 962-971 - Satish Kumar, Rami Bahsoon, Tao Chen, Ke Li
Multi-Tenant Cloud Service Composition Using Evolutionary Optimization. 972-979
International Workshop on Blockchain Technologies and Systems 2018
- Alvin Heng Jun Ren, Ling Feng, Siew Ann Cheong, Rick Siow Mong Goh:
Optimal Fee Structure for Efficient Lightning Networks. 980-985 - Quanqing Xu, Zhiwen Song, Rick Siow Mong Goh, Yongjun Li:
Building an Ethereum and IPFS-Based Decentralized Social Network System. 986-991 - Chun-Wei Chen, Jian-Wei Su, Tung-Wei Kuo, Kung Chen:
MSig-BFT: A Witness-Based Consensus Algorithm for Private Blockchains. 992-997 - Zhe Xiao, Zengxiang Li, Yong Liu, Ling Feng, Weiwen Zhang, Thanarit Lertwuthikarn, Rick Siow Mong Goh:
EMRShare: A Cross-Organizational Medical Data Sharing and Management Framework Using Permissioned Blockchain. 998-1003 - Quanqing Xu, Zhaozheng He, Zengxiang Li, Mingzhong Xiao:
Building an Ethereum-Based Decentralized Smart Home System. 1004-1009 - Zhaoyang Yu, Xiaoguang Liu, Gang Wang:
A Survey of Consensus and Incentive Mechanism in Blockchain Derived from P2P. 1010-1015 - Giacomo Zanzottera, Pasqualina Fragneto, Beatrice Rossi:
A Topological Model for the Blockchain. 1016-1021 - Zengxiang Li, Zhe Xiao, Quanqing Xu, Ekanut Sotthiwat, Rick Siow Mong Goh, Xueping Liang:
Blockchain and IoT Data Analytics for Fine-Grained Transportation Insurance. 1022-1027
International Workshop on BigData Processing Systems 2018
- Andy R. K. Chang, Yu-Ling Chen, Yen-Zhou Huang, Hung-Chang Hsiao, Michael Hsu, Chia-Chee Lee, Hsin-Yin Lee, Wei-An Shih, Huan-Ping Su, Chia-Ping Tsai, Kuan-Po Tseng:
The Case of a Novel Operational Distributed Storage Service for Big Data in a Semiconductor Wafer Fabrication Foundry. 1028-1033 - Wei Zhou, K. Preston White, Hongfeng Yu:
Eunomia: a Performance-Variation-Aware Fair Job Scheduler with Placement Constraints for Heterogeneous Datacenters. 1034-1039 - Yang Tao, Zhu Lei, Ruxiang Peng:
Fine-Grained Big Data Security Method Based on Zero Trust Model. 1040-1045 - Songzhu Mei
An Overview on the Convergence of High Performance Computing and Big Data Processing. 1046-1051 - Zhaoning Zhang, Lujia Yin, Yuxing Peng, Dongsheng Li:
A Quick Survey on Large Scale Distributed Deep Learning Systems. 1052-1056 - Kejiang Ye, Yanmin Kou, Chengzhi Lu, Yang Wang, Cheng-Zhong Xu:
Modeling Application Performance in Docker Containers Using Machine Learning Techniques. 1057-1062 - Xikun Yue, Huaimin Wang, Wei Liu, Wei Li, Peichang Shi, Xue Ouyang:
JCDTA: The Data Trading Archtecture Design in JointCloud Computing. 1063-1068 - Zhongrong Zuo, Pengtao Yang:
A Traffic Sign Text Detection System for Pratical Natural Scenes. 1069-1074
Workshop on Data-driven Sensing and Computing for Smart City and Transportation 2018
- Thomas Nägele
Scalability Analysis of Cloud-Based Distributed Simulations of IoT Systems Using HLA. 1075-1080 - Rongshen Qin, Linghe Kong, Minyi Guo, Bin Yao, Mohsen Guizani:
Rebalance Modern Bike Sharing System: Spatio-Temporal Data Prediction and Path Planning for Multiple Carriers. 1081-1086 - Bo Du
Bus Bunching Identification Using Smart Card Data. 1087-1092
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