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ORCIDBigData Congress 2016: San Francisco, CA, USA
- Calton Pu, Geoffrey C. Fox, Ernesto Damiani:
2016 IEEE International Congress on Big Data, San Francisco, CA, USA, June 27 - July 2, 2016. IEEE Computer Society 2016, ISBN 978-1-5090-2622-7
BigData Congress Research Track
Session 1: Best Paper Session 1
- Hooman Peiro Sajjad, Amir Hossein Payberah, Fatemeh Rahimian, Vladimir Vlassov
, Seif Haridi:
Boosting Vertex-Cut Partitioning for Streaming Graphs. 1-8 - Jae-Ki Hong, Liang Li, Chihye Han, Bingxu Jin, Qichao Yang, Zilong Yang:
Optimizing Hadoop Framework for Solid State Drives. 9-17 - Amirreza Abdolrashidi, Lakshmish Ramaswamy:
Continual and Cost-Effective Partitioning of Dynamic Graphs for Optimizing Big Graph Processing Systems. 18-25
Session 2: Best Paper and Big Data for Enterprise
- Wenqi Cao, Semih Sahin, Ling Liu, Xianqiang Bao:
Evaluation and Analysis of In-Memory Key-Value Systems. 26-33 - Enrico Giacinto Caldarola, Antonio M. Rinaldi:
Improving the Visualization of WordNet Large Lexical Database through Semantic Tag Clouds. 34-41 - Gloria Bordogna, Luca Frigerio, Alfredo Cuzzocrea, Giuseppe Psaila:
Clustering Geo-tagged Tweets for Advanced Big Data Analytics. 42-51
Session 3: Big Data Models and Algorithms
- Aravind Mohan, Mahdi Ebrahimi, Shiyong Lu, Alexander Kotov:
A NoSQL Data Model for Scalable Big Data Workflow Execution. 52-59 - Tianyu Jia, Xiaomeng Zhao, Zheng Wang, Dahan Gong, Guiguang Ding:
Model Transformation and Data Migration from Relational Database to MongoDB. 60-67 - Gianluca Bontempi, Yann-Aël Le Borgne:
Predictive Modeling in a Big Data Distributed Setting: A Scalable Bias Correction Approach. 68-74
Session 4: Big Data Processing
- Upa Gupta, Leonidas Fegaras:
Distributed Incremental Graph Analysis. 75-82 - Loic Prieur-Drevon, Raphaël Beamonte, Naser Ezzati-Jivan, Michel R. Dagenais:
Enhanced State History Tree (eSHT): A Stateful Data Structure for Analysis of Highly Parallel System Traces. 83-90 - Dixin Tang, Taoying Liu, Rubao Lee, Hong Liu, Wei Li:
A Case Study of Optimizing Big Data Analytical Stacks Using Structured Data Shuffling. 91-100
Session 5: Big Data Analytics and Metrics
- Bin Cheng, Apostolos Papageorgiou, Martin Bauer:
Geelytics: Enabling On-Demand Edge Analytics over Scoped Data Sources. 101-108 - Fan Liang, Weichang Du:
Analytics Toolkit for Business Big Data. 109-116 - Shadi Khalifa, Patrick Martin, Dan Rope, Mike McRoberts, Craig Statchuk:
QDrill: Query-Based Distributed Consumable Analytics for Big Data. 117-124
Session 6: Big Data Applications
- Eleanna Kafeza, Christos Makris, Pantelis Vikatos:
Marketing Campaigns in Twitter Using a Pattern Based Diffusion Policy. 125-132 - Hongjie Fan, Han Yang, Zhiyi Ma, Junfei Liu:
TwigStack-MR: An Approach to Distributed XML Twig Query Using MapReduce. 133-140 - Subhajit Sidhanta, Supratik Mukhopadhyay:
Infra: SLO Aware Elastic Auto-scaling in the Cloud for Cost Reduction. 141-148
Session 7: Big Data Management
- Sam Supakkul, Liping Zhao, Lawrence Chung:
GOMA: Supporting Big Data Analytics with a Goal-Oriented Approach. 149-156 - Katarina Grolinger, Miriam A. M. Capretz, Luke Seewald:
Energy Consumption Prediction with Big Data: Balancing Prediction Accuracy and Computational Resources. 157-164 - Jianwei Yin, Yan Tang, Wei Lo, Zhaohui Wu:
From Big Data to Great Services. 165-172
Session 8: Big Data Privacy
- Ioannis Boutsis, Vana Kalogeraki:
A Fast and Efficient Entity Resolution Approach for Preserving Privacy in Mobile Data. 173-180 - Bikash Agrawal, Raymond A. Hansen, Chunming Rong, Tomasz Wiktorski:
SD-HDFS: Secure Deletion in Hadoop Distributed File System. 181-189 - Biruk K. Habtemariam, Andriy V. Miranskyy, Ali Miri, Saeed Samet, Matthew Davison:
Privacy Preserving Predictive Analytics with Smart Meters. 190-197
Session 9: Big Data Search and Mining
- Jonathan Popa, Kusha Nezafati, Yulia R. Gel, John Zweck, Georgiy V. Bobashev:
Catching Social Butterflies: Identifying Influential Users of an Event-Based Social Networking Service. 198-205 - Eleazar Leal, Le Gruenwald, Jianting Zhang, Simin You:
Towards an Efficient Top-K Trajectory Similarity Query Processing Algorithm for Big Trajectory Data on GPGPUs. 206-213 - Xiaoyong Yuan, Min Li, Sudeep Gaddam, Xiaolin Li, Yinan Zhao, Jingzhe Ma, Jian Ge:
DeepSky: Identifying Absorption Bumps via Deep Learning. 214-221
BigData Congress Application Track
Session 1: Big Data Applications
- Lasse Korsholm Poulsen, Daan Dekkers, Nicolaas Wagenaar, Wesley Snijders, Ben Lewinsky, Raghava Rao Mukkamala, Ravi Vatrapu:
Green Cabs vs. Uber in New York City. 222-229 - Bruce Wallace, Rafik A. Goubran, Frank Knoefel, Shawn Marshall, Michelle Porter, Andrew Smith:
Driver Unique Acceleration Behaviours and Stability over Two Years. 230-235
Session 2: Text Processing
- Huan Chen, Xin-Nan Li, Liang-Jie Zhang, Yixuan Huang, Xiao-Sheng Cai:
Cloud-Based Core Text Processing Services for Sentiment Analysis. 236-243 - Danfeng Yan, Liying Zhang, Xuan Zhao:
Design and Implementation of a Multidimensional Data Retrieval Sorting Optimization Model. 244-250 - Danfeng Yan, Enzheng Hua, Bo Hu:
An Improved Single-Pass Algorithm for Chinese Microblog Topic Detection and Tracking. 251-258
Session 3: Big Data Streaming
- Apostolos Papageorgiou, Ehsan Poormohammady, Bin Cheng:
Edge-Computing-Aware Deployment of Stream Processing Tasks Based on Topology-External Information: Model, Algorithms, and a Storm-Based Prototype. 259-266 - Zhenyun Zhuang, Tao Feng, Yi Pan, Haricharan Ramachandra, Badri Sridharan:
Effective Multi-stream Joining in Apache Samza Framework. 267-274
Session 4: Evaluation
- Seokyong Hong, Ranga Raju Vatsavai:
A Scalable Probabilistic Change Detection Algorithm for Very High Resolution (VHR) Satellite Imagery. 275-282 - Samneet Singh, Yan Liu, Wayne Ding, Zheng Li:
Evaluation of Data Mining Tools for Telecommunication Monitoring Data Using Design of Experiment. 283-290 - Man Si, Chung-Horng Lung, Samuel Ajila, Wayne Ding:
An Empirical Investigation of Mobile Network Traffic Data for Resource Management. 291-298
Session 5: Big Data Privacy, Security, and Economics
- Jingquan Li:
Genetic Information Privacy in the Age of Data-Driven Medicine. 299-306 - Divya Rao, Wee Keong Ng:
A Method to Price Your Information Asset in the Information Market. 307-314
BigData Congress Short Paper Track
Session 1: Big Data Processing
- Yuji Ishizuka, Wuhui Chen, Incheon Paik:
Workflow Transformation for Real-Time Big Data Processing. 315-318 - Jingyuan Xu, Hao Wang, Henry Trimbach:
An OWL Ontology Representation for Machine-Learned Functions Using Linked Data. 319-322 - Surya Narayanan Swaminathan, Ramez Elmasri:
Quantitative Analysis of Scalable NoSQL Databases. 323-326
Session 2: Big Data Management
- Giannis Tziakouris, Marios Zinonos, Tom Chothia, Rami Bahsoon:
Asset-centric Security-Aware Service Selection. 327-332 - Jakob Smedegaard Andersen, Olaf Zukunft:
Semi-clustering That Scales: An Empirical Evaluation of GraphX. 333-336 - Divya Rao, Wee Keong Ng:
Monetizing the User's Information Asset in Internet Information Market. 337-340
Session 3: Big Data Systems and Architecture
- Karthik Navuluri, Ravi Mukkamala, Aftab Ahmad:
Privacy-Aware Big Data Warehouse Architecture. 341-344 - Havva Gülay Gürbüz, Bedir Tekinerdogan:
Software Metrics for Green Parallel Computing of Big Data Systems. 345-348
Session 4: Big Data Systems and Mining
- Ziqiang Yu, Xiaohui Yu, Yuehui Chen, Kun Ma:
Distributed Top-k Keyword Search over Very Large Databases with MapReduce. 349-352 - Aris-Kyriakos Koliopoulos, Paraskevas Yiapanis, Firat Tekiner, Goran Nenadic, John A. Keane:
Towards Automatic Memory Tuning for In-Memory Big Data Analytics in Clusters. 353-356 - Sukhwan Jung, Tuan Manh Lai, Aviv Segev:
Analyzing Future Nodes in a Knowledge Network. 357-360
BigData Congress Special Track
Session 1: Big Data Applications
- Daisaku Yokoyama, Masashi Toyoda:
Do Drivers' Behaviors Reflect Their Past Driving Histories? - Large Scale Examination of Vehicle Recorder Data. 361-368 - Yue Hu, Yuanchao Shu, Peng Cheng, Jiming Chen:
Urban Area Vehicle Number Estimation Based on RTMS Data. 369-376 - Huaming Chen, Jun Shen, Lei Wang, Jiangning Song:
Towards Data Analytics of Pathogen-Host Protein-Protein Interaction: A Survey. 377-388
Session 2: Big Data Management
- John A. Miller, Casey Bowman, Vishnu Gowda Harish, Shannon Quinn:
Open Source Big Data Analytics Frameworks Written in Scala. 389-393 - Yi Wei, Shijun Liu, Jiao Sun, Lizhen Cui, Li Pan, Lei Wu:
Big Datasets for Research: A Survey on Flagship Conferences. 394-401 - Ali Yadavar Nikravesh, Samuel A. Ajila, Chung-Horng Lung, Wayne Ding:
Mobile Network Traffic Prediction Using MLP, MLPWD, and SVM. 402-409
Session 3: Evaluation and Operations
- Semih Sahin, Wenqi Cao, Qi Zhang, Ling Liu:
JVM Configuration Management and Its Performance Impact for Big Data Applications. 410-417 - Mohamed Adel Serhani, Hadeel T. El Kassabi, Ikbal Taleb, Al Ramzana Nujum:
An Hybrid Approach to Quality Evaluation across Big Data Value Chain. 418-425
BigData Congress Services Special Track
Session 1: Service Applications
- Bongjin Sohn, Sungpil Woo, Jiyong Han, Hyeeun Cho, Jaewook Byun, Daeyoung Kim:
GS1 Connected Car Using EPCIS-ONS System. 426-429 - Somchart Fugkeaw, Hiroyuki Sato:
Key Update as a Service (KAAS): An Agent-Based Modeling for Cloud-Based Access Control. 430-437
Session 2: Service Modeling
- Peter Hillmann, Tobias Uhlig, Gabi Dreo Rodosek, Oliver Rose:
Modeling the Location Selection of Mirror Servers in Content Delivery Networks. 438-445 - Gokop Goteng, Xueyu Tao:
Cloud Computing Intelligent Data-Driven Model: Connecting the Dots to Combat Global Terrorism. 446-453 - Hongliang Yuan, Jun Wang, Jun Liu, Shiliang Li:
Research of Clouding Based Pulse Monitoring and Data Analysis Framework for Efficient Physical Training. 454-461
Session 3: QoS Management
- R. William Maule:
Complex Quality of Service Lifecycle Assessment Methodology. 462-469 - Zhiling Luo, Ying Li, Ruisheng Fu, Jianwei Yin:
Don't Fire Me, a Kernel Autoregressive Hybrid Model for Optimal Layoff Plan. 470-477 - Tong Jia, Ying Li, Hongyan Tang, Zhonghai Wu:
Can We Use Programmer's Knowledge? Fixing Parameter Configuration Errors in Hadoop through Analyzing Q&A Sites. 478-484
Session 4: Services Clustering and Discovery
- Abdullah Alfazi, Quan Z. Sheng, Wei Emma Zhang, Lina Yao, Talal H. Noor:
Identification as a Service: Large-Scale Cloud Service Discovery over the World Wide Web. 485-492 - Linhui Zhong, Jing He, Nengwei Zhang, Peng Zhang, Jing Xia:
Software Evolution Information Driven Service-Oriented Software Clustering. 493-500
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