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3rd BigDataService 2017: Redwood City, CA, USA
- Third IEEE International Conference on Big Data Computing Service and Applications, BigDataService 2017, Redwood City, CA, USA, April 6-9, 2017. IEEE Computer Society 2017, ISBN 978-1-5090-6318-5
Session 1: Intelligent Data Mining
- Sachin Subhash Patil, Shefali Pratap Sonavane
:
Enriched Over_Sampling Techniques for Improving Classification of Imbalanced Big Data. 1-10 - Lige Gan, Rachid Benlamri, Richard Khoury:
Improved Sentiment Classification by Multi-Modal Fusion. 11-16 - Paul Jones, Dakota Medd, Sreekanth Ramakrishnan, Rajat Shah, Joann Keyton
Towards Automatic Linkage of Knowledge Worker's Claims with Associated Evidence from Screenshots. 17-22
Session 2: Frameworks for Big Data Processing
- Bharat Patel, Varun Kakuste, Magdalini Eirinaki
CaPaR: A Career Path Recommendation Framework. 23-30 - Grace Park, Lawrence Chung, Liping Zhao
A Goal-Oriented Big Data Analytics Framework for Aligning with Business. 31-40 - Jindou Zhang, Jinxing Yang, Jing Li:
When Rule Engine Meets Big Data: Design and Implementation of a Distributed Rule Engine Using Spark. 41-49
Session 3: Big Data Processing and Mining
- Xi Fu, Lei Shi, Jing Li:
Balanced Parallel Frequent Pattern Mining over Massive Data Stream. 50-59 - Xiang Cao, Manas Minglani, David Hung-Chang Du:
Data Allocation of Large-Scale Key-Value Store System Using Kinetic Drives. 60-69 - Christos Sardianos
Scaling Collaborative Filtering to Large-Scale Bipartite Rating Graphs Using Lenskit and Spark. 70-79 - Feng Mao, Edgar Blanco, Mingang Fu, Rohit Jain, Anurag Gupta, Sebastien Mancel, Rong Yuan, Stephen D. Guo, Sai Kumar, Yayang Tian:
Small Boxes Big Data: A Deep Learning Approach to Optimize Variable Sized Bin Packing. 80-89
Session 4: Big Data Analysis
- Zhiyong Tian
Impact of Core Charging Station's Cease Operation in the Entire Charging Station System: A Case Study in Shenzhen. 90-95 - Jia-Hao Sun, Tzung-Han Jeng, Chien-Chih Chen, Hsiu-Chuan Huang, Kuo-Sen Chou:
MD-Miner: Behavior-Based Tracking of Network Traffic for Malware-Control Domain Detection. 96-105
Smart City Big Data Workshop
Session 1: Smart City Big Data
- Madhura Kaple, Ketki Kulkarni, Katerina Potika
Viral Marketing for Smart Cities: Influencers in Social Network Communities. 106-111 - Chandni Balchandani, Rakshith Koravadi Hatwar, Parteek Makkar, Yanki Shah, Pooja Yelure, Magdalini Eirinaki
A Deep Learning Framework for Smart Street Cleaning. 112-117 - Jaya Shankar Vuppalapati, Santosh Kedari, Ananth Ilapakurthy, Anitha Ilapakurti, Chandrasekar Vuppalapati:
Smart Dairies - Enablement of Smart City at Gross Root Level. 118-123 - Anitha Ilapakurti, Jaya Shankar Vuppalapati, Santosh Kedari, Sharat Kedari, Chitanshu Chauhan, Chandrasekar Vuppalapati:
iDispenser - Big Data Enabled Intelligent Dispenser. 124-130
Session 5: Data Analytics and Visualization
- Sahar Jambi
Engineering Scalable Distributed Services for Real-Time Big Data Analytics. 131-140 - Duncan Yung, Shi-Kuo Chang:
Answering How-to-Reach Query in Big Attributed Graph Databases. 141-148 - Pengcheng Zhang, Jerry Gao, A. G. Thomas, K. P. Alagupackiam, K. Mannava, P. I. Bosco, Sen Chiao
On Building a Big Data Analysis System for California Drought. 149-156 - Zhiwei Gao, Tiangang Zou, Lulu Zhang, Juan Chen, Jing Guo, Weixing Ji:
Rapidly Generate and Visualize the Digest of Massive Time Series Data. 157-164 - Maria Stefan, Jose G. Lopez, Morten H. Andreasen, Rasmus L. Olsen:
Visualization Techniques for Electrical Grid Smart Metering Data: A Survey. 165-171
Session 6: Big Data Application
- Aseel Alkhelaiwi, Dan Grigoras:
Data Reduction as a Service in Smart City Architecture. 172-178 - Jan Helsen
Wind Farm Operation and Maintenance Optimization Using Big Data. 179-184 - Vishnu S. Pendyala
Automated Medical Diagnosis from Clinical Data. 185-190
Session 7: Big Data Framework, Technology, and Solutions
- Yu-Bo Yang, Chang-Dong Wang, Jian-Huang Lai:
A Distributed Multi-exemplar Affinity Propagation Clustering Algorithm Based on MapReduce. 191-197 - Akhila Kishore, Anhad Bhasin, Arun Balaji, Chandrasekar Vuppalapati, Divyesh Jadav, Preethi Anantharaman, Shrutee Gangras:
CENSE: A Cognitive Navigation System for People with Special Needs. 198-203 - Li-e Wang, Yameng Guo, Xianxian Li:
Transparent Link: A Framework of Anonymizing MSA-Dataset Based on Probabilistic Graphical Model. 204-209
Session 8: Invited Papers
- Qifeng Zhou, Bin Xia, Wei Xue, Chunqiu Zeng, Ruyuan Han, Tao Li:
An Advanced Inventory Data Mining System for Business Intelligence. 210-217 - Gabriel Castaneda, Taghi M. Khoshgoftaar:
A Review of Performance Evaluation on 2D Face Databases. 218-223 - Gaganjot Kang, Jerry Zeyu Gao, Gang Xie:
Data-Driven Water Quality Analysis and Prediction: A Survey. 224-232 - Abdulaziz Albatli, David McKee
PROV-TE: A Provenance-Driven Diagnostic Framework for Task Eviction in Data Centers. 233-242
Big Data Security and Service Workshop
Session 1: Security Services for Smart City
- Youngsoo Kim, Marcus Garcia, Alan Chen, Nathan Wong, Shrikant Jadhav
Smart City Service Acceleration on FPGAs. 243-248 - Seong-Ho Lee, Hye-Yeon Yu, Yun-Gyung Cheong:
Analyzing Movie Scripts as Unstructured Text. 249-254 - Akshay Dabholkar, Bhushan Muthiyan, Shilpa Srinivasan, Swetha Ravi, Hyeran Jeon, Jerry Gao:
Smart Illegal Dumping Detection. 255-260 - Hyeran Jeon, Kaikai Liu, Younghee Park, Jerry Gao, Gong Chen, Jim Kao:
Intelligent Learning Systems Design for Self-Defense Education. 261-264
Session 2: Big Data for Security
- Ei Mon Cho, Takeshi Koshiba
Big Data Cloud Deduplication Based on Verifiable Hash Convergent Group Signcryption. 265-270 - M. Ejaz Ahmed, Hyoungshick Kim:
DDoS Attack Mitigation in Internet of Things Using Software Defined Networking. 271-276 - Euiseong Ko, Mingon Kang, Hyung Jae Chang, Donghyun Kim:
Graph-Theory Based Simplification Techniques for Efficient Biological Network Analysis. 277-280
Big Data Quality Assurance Workshop
Session 1: Big Data Quality Assurance and Validation
- Chunli Xie, Jerry Gao, Chuanqi Tao:
Big Data Validation Case Study. 281-286 - Claudio Giovanni Mattera
A Practical Approach to Validation of Buildings' Sensor Data: A Commissioning Experience Report. 287-292 - Wanzhi Wen, Jianping Chen, Jiaqi Yuan, Xiaoyong Chen:
Evolution Slicing-Based Change Impact Analysis. 293-298
Session 2: Quality Assurance and Validation for Big Data-Based Applications
- Hao Chen, Chuanqi Tao, Jerry Gao:
A Quality Evaluation Approach to Search Engines of Shopping Platforms. 299-304 - Wajeh Addin Mohsen, Chuanqi Tao, Qianmu Li, Jerry Gao:
A Viewpoint on Location-Based Mobile Apps Testing. 305-312 - Pengcheng Zhang, Xuewu Zhou, Wenrui Li, Jerry Gao:
A Survey on Quality Assurance Techniques for Big Data Applications. 313-319
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