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ORCID20th HPCC / 16th SmartCity / 4th DSS 2018: Exeter, United Kingdom
- 20th IEEE International Conference on High Performance Computing and Communications; 16th IEEE International Conference on Smart City; 4th IEEE International Conference on Data Science and Systems, HPCC/SmartCity/DSS 2018, Exeter, United Kingdom, June 28-30, 2018. IEEE 2018, ISBN 978-1-5386-6614-2
Session HPCC-1: Parallel Algorithm Applications
- Xianyun Wu, Ru Wang, Yunsong Li, Kai Liu:
Parallel Computing Implementation for Real-Time Image Dehazing Based on Dark Channel. 1-5 - Wenjing Wei, Changrong Li, Jun Guo:
Improved Parallel Algorithms for Sequential Minimal Optimization of Classification Problems. 6-13 - Fei Wang, Xuanhua Shi, Dongxiao Yu, Zhixiang Ke, Hai Jin, Song Wu:
SDPA: An Optimizer for Program Analysis of Data-Parallel Applications. 14-21 - Meikang Qiu, Keke Gai
:
Heterogeneous Assignment of Functional Units with Gaussian Execution Time on A Tree. 22-29 - Ming Zeng, Viktoria Fodor:
On the Performance of Parallel Processing in Dynamic Resource Sharing Systems. 30-36
Session HPCC-2: Parallel Data Structures and Algorithms and Computational Tuning
- Haoran Li, Harumichi Yokoyama, Takuya Araki:
Merge-Based Parallel Sparse Matrix-Sparse Vector Multiplication with a Vector Architecture. 43-50 - Jiaqi Liu, Qingfeng Du, Jincheng Xu:
A Learning-Based Adjustment Model with Genetic Algorithm of Function Point Estimation. 51-58 - Yongquan Feng, Wenjing Yang, Liaoyuan Sun, Zhipeng Lin, Yongjun Zhang:
High-Performance Implementation of Matrix-Free Runge-Kutta Discontinuous Galerkin Method for Euler Equations. 59-66 - Qiaobin Fu, Nicholas P. Timkovich, Pierre Riteau, Kate Keahey:
A Step Towards Hadoop Dynamic Scaling. 67-74 - Peng Cheng, Yutong Lu, Yunfei Du, Zhiguang Chen:
Accelerating Scientific Workflows with Tiered Data Management System. 75-82 - Xiaohui Huang, Lizhe Wang, Jining Yan, Ze Deng, Shaoyuan Wang, Yan Ma:
Towards Building a Distributed Data Management Architecture to Integrate Multi-Sources Remote Sensing Big Data. 83-90 - Rami Ibrahim, M. Omair Shafiq:
Towards a New Approach for Empowering the MR-DBSCAN Clustering for Massive Data Using Quadtree. 91-98
Session HPCC-3: Memory and File Systems I
- Grant Mackey, Michael Agun, Mark A. Heinrich, Rob Ryan, Jie Yu:
Igloos Make the Cold Bearable: A Novel HDD Technology for Cold Storage. 99-108 - Anke Kreuzer, Jorge Amaya, Norbert Eicker, Raphaël Léger, Estela Suarez:
The DEEP-ER Project: I/O and Resiliency Extensions for the Cluster-Booster Architecture. 109-116 - Nana Wang, Qingzheng Sun, Yi Liu, Depei Qian:
Mitigating I/O Impact of Checkpointing on Large Scale Parallel Systems. 117-123 - Ningxin Zheng, Quan Chen, Chen Chen, Minyi Guo:
CLIBE: Precise Cluster-Level I/O Bandwidth Enforcement in Distributed File System. 124-131 - Ze Deng, Lizhe Wang, Junde Chu, Xiaohui Huang, Wei Han, Albert Y. Zomaya:
An Indexing Approach for Efficient Supporting of Continuous Spatial Approximate Keyword Queries. 132-139
Session HPCC-4: Memory and File Systems II
- Yujing Feng, Taoran Xiang, Xiaochun Ye, Dongrui Fan, Da Wang, Dongdong Wu, Zhimin Tang:
Optimizing the Efficiency of Data Transfer in Dataflow Architectures. 140-149 - Junpeng Niu, Jun Xu, Grant Mackey, Lihua Xie:
Networked Storage System Simulation and Performance Analysis. 150-157 - Qiuping Dai, Hui Li:
An Advanced TCAM-SRAM Architecture for Ranges Towards Minimizing Packet Classifiers. 158-163 - Carlos Ramón Rangel, Alvaro Wong, Dolores Rexachs, Emilio Luque:
Improving SPMD Applications through Reduced Cache Miss Rate. 164-171 - Yanchao Zhu, Yi Liu, Mingzhen Li, Depei Qian:
Block-Checksum-Based Fault Tolerance for Matrix Multiplication on Large-Scale Parallel Systems. 172-179
Session HPCC-5: Parallel Programming Model Optimizations
- Feihao Wu, Chen Cui, Juan Chen, Yong Dong, Wenxu Zheng, Xiaodong Pan:
ARMetis: OpenFOAM Oriented AR Based Mesh Partitioning Optimization Method. 180-187 - Peng Xiao, Zigeng Wang, Sanguthevar Rajasekaran:
Novel Speedup Techniques for Parallel Singular Value Decomposition. 188-195 - Chenxu Wang, Tingting Cai, Guang Suo, Yutong Lu, Enqiang Zhou:
DistForest: A Parallel Random Forest Training Framework Based on Supercomputer. 196-204 - Jianrui Chen, Li Zhang, Fei Hao, Zhao Huang:
Community Detection in Temporal Networks with Dynamical Differential Equations. 205-210 - Takuya Edamatsu, Daisuke Takahashi:
Acceleration of Large Integer Multiplication with Intel AVX-512 Instructions. 211-218
Session HPCC-6: Optimizations for Deep Learning
- Qiao Pan, Chunru Yu, Dehua Chen, Lan Xiang:
Joint Extraction of Entities and Relations of Breast Ultrasound Reports Based on Deep Learning. 219-225 - Anh-Tu Ngoc Tran, Huu-Phu Nguyen, Minh-Tri Nguyen, Thanh-Dang Diep, Nguyen Quang-Hung, Nam Thoai:
pyMIC-DL: A Library for Deep Learning Frameworks Run on the Intel® Xeon Phi™ Coprocessor. 226-234 - Kalthoum Zaouali, Rojdi Rekik, Ridha Bouallegue:
Deep Learning Forecasting Based on Auto-LSTM Model for Home Solar Power Systems. 235-242 - Taoran Xiang, Yujing Feng, Xiaochun Ye, Xu Tan, Wenming Li, Yatao Zhu, Meng Wu, Hao Zhang, Dongrui Fan:
Accelerating CNN Algorithm with Fine-Grained Dataflow Architectures. 243-251 - Qiucen Li, Fangming Zhong, Liang Zhao:
Adaptive Multimodal Hypergraph Learning for Image Classification. 252-257
Session HPCC-7: Machine Learning I
- Xiaoteng Hu, Ce Yu, Bingyao Li, Shanjiang Tang, Jian Xiao, Yanyan Huang:
GAIDR: An Efficient Time Series Subsets Retrieval Method for Geo-Distributed Astronomical Data. 258-265 - Zhikui Chen, Xiru Qiu, Liang Zhao, Jianing Du:
Dual Graph-Regularized Multi-view Feature Learning. 266-273 - Jun Li, Peiyuan Sun, Qianren Mao, Jianxin Li:
Path-Graph Fusion Based Community Detection over Heterogeneous Information Network. 274-281 - Tian Lan, Chen Li, Jianxin Li:
Mining Semantic Variation in Time Series for Rumor Detection Via Recurrent Neural Networks. 282-289 - Guohao Huang, Hao Jiang, Jing Xie, Yuanyuan Zeng, Shuwen Yi:
Online Learning Framework Based on User-Centric Access Behavior. 290-297 - Pan Qiao, Yanhong Jin, Dehua Chen, Yuanyuan Zhang:
Image and Text Fusion for Character-Based Breast Cancer Classification. 298-305
Session HPCC-8: Machine Learning II
- Jingyu Zhang, Yefu Wu, Haojun Huang, Guolin Hou:
A New Human Eye Tracking Method Based on Tracking Module Feedback TLD Algorithm. 306-312 - Ting Zhang, Hui Chi, Zhaolian Ouyang:
Detecting Research Focus and Research Fronts in the Medical Big Data Field Using Co-word and Co-citation Analysis. 313-320 - Yong Wang, Li Li:
An Improved Personalized Recommendation Based on Purchasing Power and Browsed Images. 321-328 - Zhuang Zou, Jingguo Ge, Hongbo Zheng, Yulei Wu, Chunjing Han, Zhongjiang Yao:
Encrypted Traffic Classification with a Convolutional Long Short-Term Memory Neural Network. 329-334 - Zhongjiang Yao, Jingguo Ge, Yulei Wu, Xiaodan Zhang, Qiang Li, Lei Zhang, Zhuang Zou:
Meek-Based Tor Traffic Identification with Hidden Markov Model. 335-340 - Liang Zhao, Ahmed Abdulkadir, Xiaochun Tang, Na Lin, Cuiwei Liu, Jiajia Li:
A Weather-Assisted Driver Experiences Based Path Selection Method. 341-345
Session HPCC-9: Machine Learning III
- Tingting Luan, Zhongmin Yan, Shidong Zhang, Yongqing Zheng:
Fraudster Detection Based on Label Propagation Algorithm. 346-353 - Guangping Xu, Yi Zhang, Sheng Lin, Kai Shi, Quan Yu, Chi Wan Sung:
PM-RAD: An Efficient Restore Algorithm in Deduplication by Pattern Matching. 354-361 - Ying Yang, Cuicui Kang, Gaopeng Gou, Zhen Li, Gang Xiong:
TLS/SSL Encrypted Traffic Classification with Autoencoder and Convolutional Neural Network. 362-369 - Yanfang Liu, Jianghua Lv, Shilong Ma:
A Real Time Anomaly Detection Method Based on Variable N-Gram for Flight Data. 370-376 - Mei Yu, Jie Zhang, Tianyi Xu, Mankun Zhao, Zhiqiang Liu, Ruiguo Yu, Mengrui Pan, Hongyue Mao:
A Knowledge Recommendation Algorithm Based on Time Migration. 377-383
Session HPCC-10: Computational Analysis
- Lu Shen, Jiagao Wu, Yongrong Wang, Linfeng Liu:
Towards Load Balancing for LSH-based Distributed Similarity Indexing in High-Dimensional Space. 384-391 - Yongnan Li:
An Improved Molecular Computation Model of Integer Power Using Self-Assembly of DNA Tiles. 392-399 - Zhipeng Lin, Xinhai Xu, Wenjing Yang, Hao Li, Yongquan Feng, Yongjun Zhang:
A Layered Communication Optimization Method Based on OpenFOAM. 400-407 - Yixian Shen:
Teno: An Efficient High-Throughput Computing Job Execution Framework on Tianhe-2. 408-415 - Hui Xia, Ligang He, Bin Wang, Cheng Chang, Xie Han, Carsten Maple:
Developing Offloading-Enabled Application Development Frameworks for Android Mobile Devices. 416-421 - Libo Jiao, Hao Yin, Haojun Huang, Dongchao Guo, Yongqiang Lyu:
Computation Offloading for Multi-user Mobile Edge Computing. 422-429
Session HPCC-11: Network Design and Monitoring I
- Qiang Liu, Nageswara S. V. Rao:
On Concavity and Utilization Analytics of Wide-Area Network Transport Protocols. 430-438 - Karthikeyan Arunachalam, Jamsheed Manja Ppallan, Sweta Jaiswal, Rohit Shankar Lingappa, Vikash Balasubramanian, Karthikeyan Subramaniam:
Layer 4 Accelerator (L4A) for Optimizing Network Protocol Latencies in Mobile Devices. 439-448 - Sukhdeep Singh, Ravneet Kour, Yaswanth Kumar Gulla, Navrati Saxena, Abhishek Roy, Bharat J. R. Sahu:
SPEAD: Smart P-GW for Enhanced Access Discovery and Selection for NGCN. 449-456 - Shadi Sadeghpour, Muhammad Jaseemuddin, Saleh Kharbish:
Cluster-Based Cache Placement in 5G Network. 457-465 - Chunjing Han, Chunhong Zhao, Zhuang Zou, Haina Tang, Junling You:
PATIP-TREE: An Efficient Method to Look up the Network Address Attribution Information. 466-473
Session HPCC-12: Network Design and Monitoring II
- Yuxiang Ma, Yulei Wu, Jun Li, Jingguo Ge:
A New Architecture for Distributed Computing in Named Data Networking. 474-479 - Junbao Zhang, Haojun Huang, Changlin Yang, Jizhao Liu, Yinting Fan:
Destination-Aware Social Routing for Mobile Opportunistic Networks. 480-486 - Lubna B. Mohammed, Muhammad Jaseemuddin, Alagan Anpalagan:
Fuzzy Soft-Set Based Approach for Femto-Caching in Wireless Networks. 487-494 - Lun Li, Zhiyu Hao, Yongzheng Zhang, Yongji Liu, Dahui Li:
Modeling for Traffic Replay in Virtual Network. 495-502 - Ahmad Fadel, Bernard Cousin, Ayman Khalil:
User Selection in 5G Heterogeneous Networks Based on Millimeter-Wave and Beamforming. 503-509
Session HPCC-13: Network Design and Monitoring III
- Christopher E. Giles, Christina L. Peterson, Mark A. Heinrich:
A Fast Discrete Event Driven Simulation Methodology for Computer Architectural Simulation. 510-517 - Jingren Chen, Yefu Wu, Haojun Huang, Bing Wu, Guolin Hou:
Driving-Data-Driven Platform of Driving Behavior Spectrum for Vehicle Networks. 518-525 - Satish Kumar, Paras Vishnoi, Arnab Sarkar, Arijit Sur:
QoE Aware Resource Allocation for Multi-view Video Flows in LTE. 526-532 - Nirmala Shenoy, Shashank Rudroju, Jennifer Schneider:
An Emergency Internet Bypass Lane Protocol. 533-540 - Jie Cui, Qinghe Lu, Hong Zhong, Miaomiao Tian, Lu Liu:
SMCLBRT: A Novel Load-Balancing Strategy of Multiple SDN Controllers Based on Response Time. 541-546 - Xu Chen, Feng Shi, Fei Yin, Zenghui Wei, Xiaojun Wang:
An Efficient Distributed Minimal Routing Algorithm for Triplet-Based WK-recursive Network. 547-554
Session HPCC-14: Security
- Rihab Boussada, Mohamed Elhoucine Elhdhili, Leïla Azouz Saïdane:
A Lightweight Privacy-Preserving Solution for IoT: The Case of E-Health. 555-562 - Shunan Ma:
Towards Effective Genetic Trust Evaluation in Open Network. 563-569 - Ping Zhao, Hongbo Jiang, Chen Wang, Haojun Huang:
Non-asymptotic Bound on the Performance of k-Anonymity against Inference Attacks. 570-577
Session HPCC-15: CPUs, GPUs and Multi-core Architectures I
- Zhaoyun Chen, Lei Luo, Wei Quan, Yang Shi, Jie Yu, Mei Wen, Chunyuan Zhang:
Multiple CNN-based Tasks Scheduling across Shared GPU Platform in Research and Development Scenarios. 578-585 - Chengxin Guo, Hong Chen, Cuiping Li, Tianzhen Wu:
A Memory Access Reduced Sort on Multi-core GPU. 586-593 - Mingzhen Li, Yi Liu, Hailong Yang, Zhongzhi Luan, Depei Qian:
Multi-role SpTRSV on Sunway Many-Core Architecture. 594-601 - Ran Zheng, Qingyue Hu, Hai Jin:
GPUPerfML: A Performance Analytical Model Based on Decision Tree for GPU Architectures. 602-609 - Rodrigo Escobar, Rajendra V. Boppana:
Performance Prediction of Parallel CPU and GPU Applications Using Fractals. 610-617
Session HPCC-16: CPUs, GPUs and Multi-core Architectures II
- Shiqing Zhang, YaoHua Yang, Li Shen, Zhiying Wang:
Efficient Data Communication between CPU and GPU through Transparent Partial-Page Migration. 618-625 - Keiichiro Fukazawa, Masatsugu Ueda, Yuichi Inadomi, Mutsumi Aoyagi, Takayuki Umeda, Koji Inoue:
Performance Analysis of CPU and DRAM Power Constrained Systems with Magnetohydrodynamic Simulation Code. 626-631 - Yichan Li, Jing-Yang Gao, Cheng Ling, Haoyu Zhang:
GPU Parallelism of Phylogenetic Likelihood Estimates for Protein Data. 632-639 - Alexandre da Costa Sena, Leandro A. J. Marzulo, Aline de Paula Nascimento, Cristina Nader Vasconcelos:
A Malleable Vectorized Auction Algorithm for Modern Multicore Architectures. 640-648 - Shizhao Chen, Jianbin Fang, Donglin Chen, Chuanfu Xu, Zheng Wang:
Adaptive Optimization of Sparse Matrix-Vector Multiplication on Emerging Many-Core Architectures. 649-658
Session HPCC-17: CPUs, GPUs and Multi-core Architectures III
- Sanjay Moulik, Rajesh Devaraj, Arnab Sarkar:
HETERO-SCHED: A Low-Overhead Heterogeneous Multi-core Scheduler for Real-Time Periodic Tasks. 659-666 - Kaiqi Zhou, Bo Wan, X. I. Li, B. O. Zhang, Caixu Zhao, Chao Wang:
Supporting Predictable Servant-Based Execution Model on Multicore Platforms. 667-674 - Shashank Adavally, Krishna Kavi:
3D-DRAM Performance for Different OpenMP Scheduling Techniques in Multicore Systems. 675-683 - Yu Zhang, Yu-Fen Yu, Jiankang Chen:
SMR: Scalable MapReduce for Multicore Systems. 684-691
Session HPCC-18: The Cloud and Virtual Systems I
- Honggang Zhou, Yunchun Li, Jie Jia, Weichen Qi, Hailong Yang:
SparkOT: Diagnosing Operation Level Inefficiency in Spark. 692-699 - Wenlong Tian, Ruixuan Li, Weijun Xiao, Zhiyong Xu:
PTS-Dep: A High-Performance Two-Party Secure Deduplication for Cloud Storage. 700-707 - Wei Ling, Chen Tian, Lin Ma, Ziang Hu:
Lite-Service: A Framework to Build and Schedule Telecom Applications in Device, Edge and Cloud. 708-717 - Mimouna Alkhonaini, Hoda El-Sayed:
Minimizing Delay Recovery in Migrating Data between Physical Server and Cloud Computing Using Reed-Solomon Code. 718-724 - Mimouna Alkhonaini, Hoda El-Sayed:
Optimizing Performance in Migrating Data between Non-cloud Infrastructure and Cloud Using Parallel Computing. 725-732
Session HPCC-19: The Cloud and Virtual Systems II
- Yulei Xue, Haitao Zhang, Huadong Ma:
Performance Evaluation of Image and Video Cloud Services. 733-741 - Hussain Al-Aqrabi, Richard Hill:
Dynamic Multiparty Authentication of Data Analytics Services Within Cloud Environments. 742-749 - Hong Ding, Chuang Zhang, Xiaojun Chen, Jinqiao Shi, Wenan Wang:
Cloud-MOM: A Content-Based Real-Time Message-Oriented Middleware for Cloud. 750-757 - Arthur Souza, Nélio Cacho, Ayman Noor, Prem Prakash Jayaraman, Alexander B. Romanovsky, Rajiv Ranjan:
Osmotic Monitoring of Microservices between the Edge and Cloud. 758-765 - Kudamaduwage Pubudu Nuwanthika Jayasena, Lin Li, Mohamed E. Abd Elaziz, Shengwu Xiong:
Multi-objective Energy Efficient Resource Allocation Using Virus Colony Search (VCS) Algorithm. 766-773 - Song Xu, Lei Liu, Lizhen Cui, Xiujuan Chang, Hui Li:
Resource Scheduling for Energy-Efficient in Cloud-Computing Data Centers. 774-780
Session HPCC-20: HPC Systems
- Zongze Li, Matthew Davidson, Song Fu, Sean Blanchard, Michael Lang:
Event Block Identification and Analysis for Effective Anomaly Detection to Build Reliable HPC Systems. 781-788 - Kishwar Ahmed, Jason Liu, Kazutomo Yoshii:
Enabling Demand Response for HPC Systems through Power Capping and Node Scaling. 789-796 - Song Wu, Fei Chen, Hai Jin, Liwei Lin, Rui Li:
Radar: Reducing Tail Latencies for Batched Stream Processing with Blank Scheduling. 797-804 - Alireza Ashayer, Seyedfaraz Yasrobi, Sam Thomas, Nasseh Tabrizi:
Performance Analysis of Hadoop Cluster for User Behavior Analysis. 805-809 - Shang Li, Po-Chun Huang, Bruce L. Jacob:
Exascale Interconnect Topology Characterization and Parameter Exploration. 810-819 - Thanh-Chung Dao:
In-Memory Hadoop on Supercomputers Using Memcached-Like Nodes for Data Storage Only. 820-827
Session AHPCN-1: Machine Learning I
- Chen Chen, Ben-yan Chen:
Complex Portfolio Selection Using Improving Particle Swarm Optimization Approach. 828-835 - Qinyun Liu, Qing Duan, Hongji Yang, William C. C. Chu:
A Hybrid Business Outlier Detection Algorithm Basing on Creative Computing Methods. 836-841 - Xiaoqun Yuan, Xiaowen Tong, Qing Fang, Wenhai Sun, Wenjing Lou:
A Service Strategy Selection in Collaboration Model for the Business Growth of Content Providers. 842-847 - Yu Liu, Jing Li, Yunlei Zhang, Jinna Lv, Bai Wang:
A High Performance Implementation of A Unified CRF Model for Trust Prediction. 848-853 - Bohang Chen, Qiongxia Huang, Yiping Chen, Li Cheng, Riqing Chen:
Deep Neural Networks for Multi-class Sentiment Classification. 854-859
Session AHPCN-2: Machine Learning II
- Raad Bin Tareaf, Philipp Berger, Patrick Hennig, Christoph Meinel:
ASEDS: Towards Automatic Social Emotion Detection System Using Facebook Reactions. 860-866 - Sapna Sapna, N. S. Sreenivasalu, Kolin Paul:
DAPP: Accelerating Training of DNN. 867-872 - Sean McDaniel-Gray, David L. Boothe, Alfred B. Yu, Dale R. Shires, Michela Taufer:
Leveraging In Situ Data Analysis to Enable Computational Steering of Brain's Neocortex Simulations with GENESIS. 873-880 - Jianrong Wang, Liyuan Wang, Ju Zhang, Jianguo Wei, Mei Yu, Ruiguo Yu:
A Large-Scale Depth-Based Multimodal Audio-Visual Corpus in Mandarin. 881-885 - Xuewei Li, Shuaijie Wang, Xi Wei, Jialin Zhu, Ruiguo Yu, Mankun Zhao, Mei Yu, Zhiqiang Liu, Shupei Liu:
Fully Convolutional Networks for Ultrasound Image Segmentation of Thyroid Nodules. 886-890
Session AHPCN-3: Network Design and Monitoring
- Dan Huru, Catalin Adrian Leordeanu, Elena Apostol, Mariana Mocanu, Valentin Cristea:
BigClue Analytics: A Middleware Component for Modeling Sensor Data in IoT Systems. 891-896 - Qiumei Cheng, Chunming Wu, Haifeng Zhou, Yuhang Zhang, Rui Wang, Wei Ruan:
Guarding the Perimeter of Cloud-Based Enterprise Networks: An Intelligent SDN Firewall. 897-902 - Md Israfil Biswas, Philip J. Morrow, Mamun I. Abu-Tair, Sally I. McClean, Bryan W. Scotney, Gerard Parr:
A SDN-based On-Demand Path Provisioning Approach across Multi-domain Optical Networks. 903-908 - Baraq Ghaleb, Ahmed Yassin Al-Dubai, Elias Ekonomou, Wajeb Gharibi, Lewis Mackenzie, Mustafa Bani Khalaf:
A New Load-Balancing Aware Objective Function for RPL's IoT Networks. 909-914 - Raja Majid Ali Ujjan, Zeeshan Pervez, Keshav P. Dahal:
Suspicious Traffic Detection in SDN with Collaborative Techniques of Snort and Deep Neural Networks. 915-920
Session AHPCN-4: HPC Systems
- Sergio Rivas-Gomez, Stefano Markidis, Erwin Laure, Keeran Brabazon, Oliver Perks, Sai Narasimhamurthy:
Decoupled Strategy for Imbalanced Workloads in MapReduce Frameworks. 921-927 - Belén Bermejo, Carlos Juiz, Carlos Guerrero:
On the Linearity of Performance and Energy at Virtual Machine Consolidation: The CiS2 Index for CPU Workload in Server Saturation. 928-933 - Reazul Hoque, Pavel Shamis:
Distributed Task-Based Runtime Systems - Current State and Micro-Benchmark Performance. 934-941 - Jie Xu, Wei Ding, Jian Gong, Xiaoyan Hu, Shaobo Sun:
SRLA: A Real Time Sliding Time Window Super Point Cardinality Estimation Algorithm for High Speed Network Based on GPU. 942-947 - Pascal Jungblut, Roger Kowalewski, Karl Fürlinger:
Source-to-Source Instrumentation for Profiling Runtime Behavior of C++ Containers. 948-953
Session AHPCN-5: Memory and File Systems and Cloud Systems
- Dejiao Niu, Hang Zhang, Tao Cai, ZhiPeng Chen, Yongzhao Zhan, Jun Liang:
DNVMCFS: The Direct Hybrid NVM File System for the Application. 954-959 - Feihao Wu, Juan Chen, Yong Dong, Wenxu Zheng, Xiaodong Pan, Yuyang Sun:
Improve Energy Efficiency by Processor Overclocking and Memory Frequency Scaling. 960-967 - Anita Choudhary, Mahesh Chandra Govil, Girdhari Singh, Lalit Kumar Awasthi, Emmanuel S. Pilli:
Task Clustering-Based Energy-Aware Workflow Scheduling in Cloud Environment. 968-973 - Chinmaya Kumar Swain, Aryabartta Sahu:
Interference Aware Scheduling of Real Time Tasks in Cloud Environment. 974-979
Session IWCNT: Computer Communication and Networking Technologies
- Zhiyong Zhang, Rui Wang, Xiaojun Cai, Zhiping Jia:
An SDN-based Network Architecture for Internet of Things. 980-985 - Lijing Wang, Yongqiang Lyu, Jian Liu, Wentao Shang, Wenbo He, Dongsheng Wang, Geyong Min:
Naxos: A Named Data Networking Consensus Protocol. 986-991 - Samheeth Malay, Srihari Kuncha:
Q-DNS: Optimized Network Lookup for Dual Stack Devices. 992-997 - Sulochan Naik, Janardhana Srirama, Amit Singh Rathore, Shaktiman Dubey, Prasanna Kulkarni, Ravi Kanth Reddy:
Implementation of Two Source Wi-Fi Display on a Single Sink Supporting Multiwindow: A New Mode of Infotainment. 998-1001 - Yang Guo, Zerun Li:
A Novel Priority-Allocated Scheme for Flow-Based Queue Managers. 1002-1006 - Rahil Gandotra, Levi Perigo:
SDNMA: A Software-Defined, Dynamic Network Manipulation Application to Enhance BGP Functionality. 1007-1014
Session PASS: Privacy, Data Assurance, and Security for Cyber Physical Social Systems
- Shancang Li, Qindong Sun, Xiaolong Xu:
Forensic Analysis of Digital Images over Smart Devices and Online Social Networks. 1015-1021 - Haiyan Jin, Meng Zhang, Yaning Li, Zhaolin Xiao, Xiuxiu Li:
An Improved Visible and Infrared Image Fusion Based on Contrast with Directional Filter Banks and Optimization. 1022-1027 - Kewang Zhang, Qiong Zahng:
Preserve Location Privacy for Cyber-Physical Systems with Addresses Hashing at Data Link Layer. 1028-1032 - Kewang Zhang, Qiong Zahng:
Strengthen Security of Wireless Sensor Networks through Sensor Diversity. 1033-1038 - Qindong Sun, Wenjing Qi, Jingpeng Zhang:
Quality Improvement of Real-Time Video in Mobile Network. 1039-1042
Session RESCUE: Resilient Computing Platforms and Technologies for Disaster Management
- Taher Khan, Saptarshi Ghosh, Muddesar Iqbal, George Ubakanma, Tasos Dagiuklas:
RESCUE: A Resilient Cloud Based IoT System for Emergency and Disaster Recovery. 1043-1047 - Sonia Shahzadi, George Ubakanma, Muddesar Iqbal, Tasos Dagiuklas:
Autonomous, Seamless and Resilience Carrier Cloud Brokerage Solution for Business Contingencies During Disaster Recovery. 1048-1053 - Tayyaba Asghar, Saqib Rasool, Muddesar Iqbal, Zia Ul-Qayyum, Adnan Noor Mian, George Ubakanma:
Feasibility of Serverless Cloud Services for Disaster Management Information Systems. 1054-1057
Session NGDN: Next Generation Data-driven Networks
- Xingfu Wang, Lei Wang, Ammar Hawbani, Fuyou Miao:
Aspect Level Sentiment Classification with Memory Network Using Word Sentiment Vectors and a New Attention Mechanism AM-PPOSC. 1058-1063 - Jiajia Li, Yuxian Li, Panpan Shen, Xiufeng Xia, Chuanyu Zong, Chenxi Xia:
Reverse k Nearest Neighbor Queries in Time-Dependent Road Networks. 1064-1069 - Ahmed Yassin Al-Dubai, Isam Wadhaj, Wajeb Gharibi, Craig Thomson:
Performance Investigation of RPL Routing in Pipeline Monitoring WSNs. 1070-1075 - Changbo Zhu, Xinzhou Cheng, Lexi Xu, Chen Cheng, Tao Zhang, Haina Ye, Jian Guan:
A Novel Base Station Analysis Scheme Based on Telecom Big Data. 1076-1081 - Yu Liu, Taichu Shi, Lexi Xu, Jingwen Nie:
End-to-End Algorithm for Recovering Human 3D Model from Monocular Images. 1082-1087 - Pengcheng Li:
The DQN Model Based on the Dual Network for Direct Marketing. 1088-1093
Session RTDPCC: Real-Time Data Processing for Cloud Computing
- Yahya Al Homsi, Abdullah Alsalemi, Mohammed Al Disi, Faycal Bensaali, Abbes Amira, Guillaume Alinier:
CouchDB Based Real-Time Wireless Communication System for Clinical Simulation. 1094-1098 - Haider Ali, Xiaojun Zhai, Umair Ullah Tariq, Lu Liu:
Energy Efficient Heuristic Algorithm for Task Mapping on Shared-Memory Heterogeneous MPSoCs. 1099-1104 - Jiayan Gu, Sebastian Mackin, Yongjun Zheng:
Making Sense: An Innovative Data Visualization Application Utilized Via Mobile Platform. 1105-1109 - Quentin Bouchut, Kofi Appiah, Ahmad Lotfi, Patrick Dickinson:
Ensemble One-vs-One SVM Classifier for Smartphone Accelerometer Activity Recognition. 1110-1115
Session SMMA-1: Social Media Mining and Analysis
- Hua Li, Wen Liu:
Accurate Shadow Generation Analysis in Computer Graphics. 1116-1120 - Lili Zhang, Peiying Shen:
User Experience Based Urban Tourism App Interface Design. 1121-1124 - Miao Ma, Lin Liu, Yuli Chen:
A KM-Net Model Based on k-Means Weight Initialization for Images Classification. 1125-1128 - Saisai Li, Bowen Sun:
Research on Smart Baby Stroller Based on Analysis of Infant Life Style. 1129-1134 - Mengjia Hu:
Research on Children's Network Privacy Protection in Mobile Social Media. 1135-1138
Session SMMA-2 & W-CTU: Social Media & Character Understanding
- Larissa Spinelli, Mark Crovella:
Unravelling the Dynamics of Online Ratings. 1139-1146 - Dongdong Liu, Xumin Wu:
Research on Group Social Function and User Differentiation - A Case Study of WeChat and QQ. 1147-1150 - Jing Liu, Fei Hao, Yi Wang:
Discovering Influential Areas According to Check-In Records and User Influence in Social Networks. 1151-1155 - Qingsheng Li, Jian-Ping Li, Li Chen:
A Bezier Curve-Based Font Generation Algorithm for Character Fonts. 1156-1159
Session SmartNEM & HWNQoE: Smart Networks, Energy, Management, and QoE
- Xian Zhou, Shuwen Yi, Yuanyuan Zeng, Hao Jiang, Yu Zhang:
Research on Base Station Energy Saving Strategy Oriented Toward Multi-Service User Experience. 1160-1164 - Madhan Raj Kanagarathinam, Sukhdeep Singh, Venkata Sunil Kumar, Kyoung Jin Moon:
S-MPTCP: A Smart MultiPath TCP Controller for Next Generation Mobile Network. 1165-1170 - Esmaeil Fakhimi, Parisa Daneshjoo, Saeid Rezaei, Ali Akbar Movassagh, Ramin Karimi, Yongrui Qin:
MPTCP Throughput Enhancement by Q-Learning for Mobile Devices. 1171-1176 - Bakhtiar Amen, Grigoris Antoniou:
A Theoretical Study of Anomaly Detection in Big Data Distributed Static and Stream Analytics. 1177-1182 - Mengjia Li, Zhiqing Huang, Rui Tian, Yaxin Zhang, Weidong Wang:
Dynamic Measurement Policy for Vehicular Sensor Network Based on Compressive Sensing. 1183-1188 - Mukhtiar Bano, Syed Sherjeel A. Gilani, Amir Qayyum:
A Comparative Analysis of Hybrid Routing Schemes for SDN Based Wireless Mesh Networks. 1189-1194
Session EMCA: Embedded Multi-core Computing and Applications
- Jia-Ching Ying, Chen-Yu Li, Guan-Wei Wu, Jian-Xing Li, Wei-Jheng Chen, Don-Lin Yang:
A Deep Learning Approach to Sensory Navigation Device for Blind Guidance. 1195-1200 - Quey-Liang Kao, Chieh-Yu Yu, Che-Rung Lee:
Kernel Assisted Container Virtualization and Its Application for Containerized CUDA Environment. 1201-1206 - Yin-Te Tsai, Wei-An Lin:
Design of an Intelligent Cognition Assistant for People with Cognitive Impairment. 1207-1212 - Yanjie Wang, Quan Qian:
A Spark-Based Artificial Bee Colony Algorithm for Large-Scale Data Clustering. 1213-1218 - Che-Lun Hung, Tzu-Hung Hsu, Hsiao-Hsi Wang, Chun-Yuan Lin:
A GPU-based Bit-Parallel Multiple Pattern Matching Algorithm. 1219-1222 - Yi-Chin Huang, Cheng-Hung Tsai:
Speech-Based Interface for Visually Impaired Users. 1223-1228 - Hsin-Yi Tsai, Hanyu Zhang, Che-Lun Hung, Fang-Rong Hsu:
A Deep Learning Models for Blind Guidance by Integrating CNN and ELM. 1229-1234
Session SmartCity-1: Applications and Services
- Chi-Lok Tsang, Yiu-Wing Leung:
Protocol for Self-Redemption of Free Parking in Smart Shopping Malls. 1235-1242 - Muhannad Al-Jabi, Haya Sammaneh:
Toward Mobile AR-based Interactive Smart Parking System. 1243-1247 - Karim Hammoudi, Adnane Cabani, Mahmoud Melkemi, Halim Benhabiles, Féryal Windal:
Towards a Model of Car Parking Assistance System Using Camera Networks: Slot Analysis and Communication Management. 1248-1255 - Adelson Araujo, Nélio Cacho, Leonardo C. T. Bezerra, Carlos Vieira, Julio De Melo Borges:
Towards a Crime Hotspot Detection Framework for Patrol Planning. 1256-1263 - Christos Tranoris, Spyros G. Denazis:
Smart City Issue Management: Extending and Adapting a Software Bug Tracking System. 1264-1270 - Kostas Kalogirou, Nikos Dimokas, Maria Tsami, Dionisis D. Kehagias:
Smart Mobility Combining Public Transport with Carpooling: An iOS Application Paradigm. 1271-1278 - Mohsen Shirali, Maryam Norouzi, Mona Ghassemian, David Jai-Persad:
A Testbed Evaluation for an Indoor Temperature Monitoring System in Smart Homes. 1279-1284
Session SmartCity-2: Machine Learning and Energy-Efficiency
- Zoe Bartlett, Liangxiu Han, Trung Thanh Nguyen, Princy Johnson:
A Machine Learning Based Approach for the Prediction of Road Traffic Flow on Urbanised Arterial Roads. 1285-1292 - Chris Dong, Lingzhi Du, Feiran Ji, Zizhen Song, Yuedi Zheng, Alexander Howard, Paul Intrevado, Diane Woodbridge:
Forecasting Smart Meter Energy Usage Using Distributed Systems and Machine Learning. 1293-1298 - Pouyan Dinarvand, Liangxiu Han, Adam Coates, Lianghao Han:
Automatic Real-Time Prediction of Energy Consumption Based on Occupancy Pattern for Energy Efficiency Management in Buildings. 1299-1304 - Haider Ali, Umair Ullah Tariq, Xiaojun Zhai, Lu Liu:
Energy Efficient Task Mapping & Scheduling on Heterogeneous NoC-MPSoCs in IoT Based Smart City. 1305-1313 - Tugçe Bilen, Müge Erel Ozcevik, Yusuf Yaslan, Sema F. Oktug:
A Smart City Application: Business Location Estimator Using Machine Learning Techniques. 1314-1321 - Steven Knowles Flanagan, Jianhua He, Xiao-Hong Peng:
Improving Emergency Collision Avoidance with Vehicle to Vehicle Communications. 1322-1329 - Alsnousi E. Ali, Ahmed Yassin Al-Dubai, Imed Romdhani, Mohamed A. Eshaftri:
Reliable and Energy-Efficient Two Levels Unequal Clustering Mechanism for Wireless Sensor Networks. 1330-1335
Session SmartCity-3: Security, Trust, and Data Analytics
- Önder Gürcan, Marc Agenis-Nevers, Yves-Marie Batany, Mohamed Elmtiri, François Le Fèvre, Sara Tucci Piergiovanni:
An Industrial Prototype of Trusted Energy Performance Contracts Using Blockchain Technologies. 1336-1343 - Yuming Qian, Zhicheng Liu, Junyan Yang, Qiao Wang:
A Method of Exchanging Data in Smart City by Blockchain. 1344-1349 - Mehdi Sookhak, Helen Tang, F. Richard Yu:
Security and Privacy of Smart Cities: Issues and Challenge. 1350-1357 - Ing-Ray Chen, Jia Guo, Ding-Chao Wang, Jeffrey J. P. Tsai, Hamid Al-Hamadi, Ilsun You:
Trust as a Service for IoT Service Management in Smart Cities. 1358-1365 - Ann Gledson, Thamer Ba Dhafari, Norman W. Paton, John A. Keane:
A Smart City Dashboard for Combining and Analysing Multi-source Data Streams. 1366-1373 - Alexander Howard, Tim Lee, Sara Mahar, Paul Intrevado, Diane Woodbridge:
Distributed Data Analytics Framework for Smart Transportation. 1374-1380 - Xiangchenyang Su, Fang Liu:
A Filter Approach to Feature Selection Based on Survival Cauchy-Schwartz Mutual Information. 1381-1386
Session CCSC-1: Advances in Computing and Communications for Smart City
- Dengyin Zhang, Liang Xie, Fei Ding, Min Zhang:
A Bidirectional Best Matching Algorithm Based on Distributed Compressed Video Sensing. 1387-1392 - Wen-Kai Tai, Hao-Cheng Wang, Cheng-Yu Chiang, Chin-Yueh Chien, Kevin Lai, Tseng-Chang Huang:
RTAIS: Road Traffic Accident Information System. 1393-1397 - Khawla Alhasan, Liming Chen, Feng Chen:
An Experimental Study of Learning Behaviour in an ELearning Environment. 1398-1403 - Forough Goudarzi:
Travel Time Prediction: Comparison of Machine Learning Algorithms in a Case Study. 1404-1407
Session CCSC-2, MSNCom & CyberSec: Social Networking, Computing and Security
- Francesco Colace, Marco Lombardi, Francesco Pascale, Domenico Santaniello, Allan Tucker, Paolo Villani:
MuG: A Multilevel Graph Representation for Big Data Interpretation. 1408-1413 - Aboozar Rajabi, Ali Khodadad Saryazdi, Abderrahmen Belfkih, Claude Duvallet:
Towards Smart Port: An Application of AIS Data. 1414-1421 - Abir Jaafar Hussain, Deimante Marcinonyte Marcinonyte, Farkhund Iqbal, Hissam Tawfik, Thar Baker, Dhiya Al-Jumeily:
Smart Home Systems Security. 1422-1428 - Dailiang Jin, Xu Zhao, Long Pang:
Track Mining Based on Density Clustering and Fuzzy C-Means. 1429-1434 - Damian Hermanowski, Rafal Piotrowski:
Proactive Risk Assessment Based on Attack Graphs: An Element of the Risk Management Process on System, Enterprise and National Level. 1435-1441
Session IoTBDH-1: Internet-of-Things and Big Data Healthcare
- Lee Newcombe, Po Yang, Chris Carter, Martin Hanneghan, Jun Qi:
Experimental Analysis of Cost-Effective Mobile Sensing Technologies for Activity Analytics in Elderly Care. 1442-1448 - Friska Natalia, Hira Meidia, Nunik Afriliana, Ala S. Al Kafri, Sud Sudirman, Andrew Simpson, Ali Sophian, Mohammed Al-Jumaily, Wasfi Al-Rashdan, Mohammad Bashtawi:
Development of Ground Truth Data for Automatic Lumbar Spine MRI Image Segmentation. 1449-1454 - Mohamed Mahyoub, Martin Randles, Thar Baker, Po Yang:
Effective Use of Data Science Toward Early Prediction of Alzheimer's Disease. 1455-1461 - Stephanie Monica, Friska Natalia, Sud Sudirman:
Clustering Tourism Object in Bali Province Using K-Means and X-Means Clustering Algorithm. 1462-1467 - Koh Song Sang, Bo Zhou, Po Yang, Zaili Yang, Hui Fang, Jianxin Feng:
Reinforcement Learning for Vehicle Route Optimization in SUMO. 1468-1473 - Zhaozhao Tang, Wenyan Wu, Jinliang Gao, Po Yang:
SAW Delay Line Based IoT Smart Sensing in Water Distribution System. 1474-1478
Session IoTBDH-2 and ACE: Internet-of-Things and Cyber Security
- Ge Chu, Alexei Lisitsa:
Penetration Testing for Internet of Things and Its Automation. 1479-1484 - Ruqayah Al-Ani, Bo Zhou, Qi Shi, Ali M. Sagheer:
A Survey on Secure Safety Applications in VANET. 1485-1490 - Varsha Radhakrishnan, Wenyan Wu:
IoT Technology for Smart Water System. 1491-1496 - Edward Swarlat Dawam, Xiaohua Feng, Dayou Li:
Autonomous Arial Vehicles in Smart Cities: Potential Cyber-Physical Threats. 1497-1505
Session EDMA: Engineering Data- & Model-Driven Applications
- Órla Murphy, Esmaeil Habib Zadeh, Felician Campean, Daniel Neagu:
Robustness of Automotive SOTA: State-of-the-Art in Uncertainty Modelling. 1506-1513 - Issam Wadi:
Big Data in the Chemicals Sector. 1514-1519 - Nitin Naik, Changjing Shang, Qiang Shen, Paul Jenkins:
Intelligent Dynamic Honeypot Enabled by Dynamic Fuzzy Rule Interpolation. 1520-1527 - Natasha Micic, Daniel Neagu, Denis Torgunov, Felician Campean:
Exploring Methods for Comparing Similarity of Dimensionally Inconsistent Multivariate Numerical Data. 1528-1535 - Alberto Cabri, Grazyna Suchacka, Stefano Rovetta, Francesco Masulli:
Online Web Bot Detection Using a Sequential Classification Approach. 1536-1540 - Sorina-Nicoleta Predut, Florentin Ipate, Marian Gheorghe, Felician Campean:
Formal Modelling of Cruise Control System Using Event-B and Rodin Platform. 1541-1546 - Noe Elisa, Longzhi Yang, Yanpeng Qu, Fei Chao:
A Revised Dendritic Cell Algorithm Using K-Means Clustering. 1547-1554
Session DSS-1: Data Science and Systems I
- Jingjing He, Chang Men, Senbiao Fang, Zhihui Du, Jason Liu, Manli Li:
Analysis of MOOC Learning Rhythms. 1555-1562 - Chengliang Yang, Anand Rangarajan, Sanjay Ranka:
Global Model Interpretation Via Recursive Partitioning. 1563-1570 - Rolf B. Bänziger, Artie Basukoski, Thierry J. Chaussalet:
Discovering Business Processes in CRM Systems by Leveraging Unstructured Text Data. 1571-1577 - Sana Ullah Khan, Naveed Islam, Zahoor Jan, Hameed Ullah Shah, Aziz Ud Din:
Automated Counting of Cells in Breast Cytology Images Using Level Set Method. 1578-1584 - Hui Cao, Xiaoguang Gao:
Self-Adapted and Filtered Qualitative Maximum a Posterior Algorithm for Small Data Sets. 1585-1591 - Sepehr Meshkinfamfard, Alexander N. Gorban, Ivan Tyukin:
Tackling Rare False-Positives in Face Recognition: A Case Study. 1592-1598
Session DSS-1: Data Science and Systems II
- Aaron Groulx, Carolyn McGregor:
A Social Media Tax Data Warehouse to Manage the Underground Economy. 1599-1606 - Erhan Beyaz, Firat Tekiner, Xiao-Jun Zeng, John A. Keane:
Comparing Technical and Fundamental Indicators in Stock Price Forecasting. 1607-1613 - Erhan Beyaz, Firat Tekiner, Xiao-Jun Zeng, John A. Keane:
Stock Price Forecasting Incorporating Market State. 1614-1619 - Rong-Jing Bao, Hai-Jun Rong, Jing Yang, Badong Chen:
An Incremental Self-Learning Algorithm with Robustness against Impulsive Noise. 1620-1626 - Noufa Alnajran, Keeley A. Crockett, David McLean, Annabel Latham:
A Heuristic Based Pre-processing Methodology for Short Text Similarity Measures in Microblogs. 1627-1633 - Longhai Li, Wendong Liu, Zhaoyu Zhong, Chengqiang Huang:
SP-Phoenix: A Massive Spatial Point Data Management System Based on Phoenix. 1634-1641
Session DSS-3: Data Science and Systems III
- Lei Yang, Kangshun Li, Wensheng Zhang, Zhenxu Ke, Kehui Xiao, Zhiguo Du:
An Improved Chaotic ACO Clustering Algorithm. 1642-1649 - Yixin Su, Gang Shen, Xianbo Sun, Zhengshuang Tang:
Realization of Chaotic Sequence Encryption Algorithm in MapReduce Distributed Parallel Model. 1650-1655 - Kai Jiang, Xiaoping Guan, Long Sun, Honglin Wan:
Research on the Design of Urban Three-Dimensional Reconstruction System for Smart Cities. 1656-1660 - Xukang Lu, Chase Q. Wu, Nageswara S. V. Rao:
An Integrated High-Performance Transport Solution for Big Data Transfer over Wide-Area Networks. 1661-1668 - Liqaa F. Nawaf, Stuart M. Allen, Omer F. Rana:
Optimizing Infrastructure Placement in Wireless Mesh Networks Using NSGA-II. 1669-1676 - Hengjian Wang, John Panneerselvam, Lu Liu, Yao Lu, Xiaojun Zhai, Haider Ali:
Cloud Workload Analytics for Real-Time Prediction of User Request Patterns. 1677-1684
Session DST: Advances in Data Science and Technologies
- Junpeng Bao, Fangfang Huang, Hui He, Ke Yang, Zhonghui Feng, Yu Wang:
Diversity and Evolution Trend of Protein Types of Human Influenza A (H1N1) Virus HA Segment. 1685-1691 - Awais Adnan, Sajid Anwar, Tehseen Zia, Muhammad Saad Razzaq, Fahad Maqbool, Zia Ur Rehman:
Beyond Beall's Blacklist: Automatic Detection of Open Access Predatory Research Journals. 1692-1697 - Jian-Ming Bai, Guang-She Zhao, Hai-Jun Rong:
Data-Driven Fuzzy Controller Design for Hypersonic Vehicle. 1698-1703 - Xiaoyang Dong, Zhiyi Fang, Hongliang Dong, Zhanyang Zhang, Dazhi Feng:
Tree-Based Sentiment Dictionary for Affective Computing: A New Approach. 1704-1709 - Wayne Madhlangobe, Ling Wang:
Assessment of Factors Influencing Intent-to-Use Big Data Analytics in an Organization: Pilot Study. 1710-1715 - Iris M. H. Yeung, William Chung:
Statistical Analysis of Residents' Degree of Support for Three Solid Waste Management Policies in Hong Kong. 1716-1720 - Fengjuan Chen, Wenyu Qu, Zhiyang Li:
Analyzing Expected Support-Based Frequent Itemsets over Uncertain Data. 1721-1725 - Ebenezer Okai, Xiaohua Feng, Paul Sant:
Smart Cities Survey. 1726-1730
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