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ORCID1st BigDataService 2015: Redwood City, CA, USA
- First IEEE International Conference on Big Data Computing Service and Applications, BigDataService 2015, Redwood City, CA, USA, March 30 - April 2, 2015. IEEE Computer Society 2015, ISBN 978-1-4799-8128-1
Session 1A: Big Data Networking
- Saeed Moghaddam, Ahmed Helmy
:
Interest-Based Mining and Modeling of Big Mobile Networks. 1-6 - Mohammad Naimur Rahman, Amir Esmailpour:
A Hybrid Network Architecture for Data Centers. 7-13
Session 2A: Big Data Computing and Service (I)
- Jinoh Kim, Ilhwan Moon, Kyung-Il Lee, Sang C. Suh, Ikkyun Kim:
Scalable Security Event Aggregation for Situation Analysis. 14-23 - Radwa El Shawi, Omar Batarfi, Ayman G. Fayoumi, Ahmed Barnawi, Sherif Sakr:
Big Graph Processing Systems: State-of-the-Art and Open Challenges. 24-33 - Yi Wei, Vipin Chaudhary:
Fast Quantitative Analysis of Stock Trading Points in Dual Period of DMAC. 34-43 - Ajinkya Prabhune, Rainer Stotzka, Thomas Jejkal, Volker Hartmann, Margund Bach, Eberhard Schmitt, Michael Hausmann, Jürgen Hesser:
An Optimized Generic Client Service API for Managing Large Datasets within a Data Repository. 44-51
Session 2B: Big Data Sensing and IoT
- Sara Hachem, Vivien Mallet, Raphael Ventura, Animesh Pathak, Valérie Issarny, Pierre-Guillaume Raverdy, Rajiv Bhatia:
Monitoring Noise Pollution Using the Urban Civics Middleware. 52-61 - Juan Luis Pérez, David Carrera:
Performance Characterization of the Servioticy API: An IoT-as-a-Service Data Management Platform. 62-71 - Joseph Siryani, Thomas A. Mazzuchi, Shahram Sarkani:
Framework Using Bayesian Belief Networks for Utility Effective Management and Operations. 72-78 - Jerry Gao, Lihui Lei, Shui Yu:
Big Data Sensing and Service: A Tutorial. 79-88
Session 3A: Big Data Computing and Service (II)
- Nathan D. Mickulicz, Rolando Martins, Priya Narasimhan, Rajeev Gandhi:
When Good-Enough is Enough: Complex Queries at Fixed Cost. 89-98 - Wanqing You, Kai Qian, Chia-Tien Dan Lo, Prabir Bhattacharya, Minzhe Guo, Ying Qian:
Web Service-Enabled Spam Filtering with Naïve Bayes Classification. 99-104 - Mahdi Ebrahimi, Aravind Mohan, Andrey Kashlev, Shiyong Lu:
BDAP: A Big Data Placement Strategy for Cloud-Based Scientific Workflows. 105-114 - Yuxuan Jiang, Zhe Huang, Danny H. K. Tsang:
Do You Feel the Lag of Your Hadoop? 115-119
Session 3B: Big Data Security
- Fang Liu, Wee Keong Ng, Wei Zhang:
Secure Scalar Product for Big-Data in MapReduce. 120-129 - Shuyu Li, Tao Zhang, Jerry Gao, Younghee Park:
A Sticky Policy Framework for Big Data Security. 130-137 - Fatema Rashid, Ali Miri, Isaac Woungang:
A Secure Video Deduplication Scheme in Cloud Storage Environments Using H.264 Compression. 138-146 - Jingquan Li:
Security Implications of Direct-to-Consumer Genetic Sevices. 147-153
Session 4A: Big Data Computing and Service (III)
- Jan Sipke van der Veen, Bram van der Waaij, Elena Lazovik, Wilco Wijbrandi, Robert J. Meijer:
Dynamically Scaling Apache Storm for the Analysis of Streaming Data. 154-161 - SungYe Kim, Jeremy Bottleson, Jingyi Jin, Preeti Bindu, Snehal C. Sakhare, Joseph S. Spisak:
Power Efficient MapReduce Workload Acceleration Using Integrated-GPU. 162-169 - Ahmet Arif Aydin, Kenneth M. Anderson:
Incremental Sorting for Large Dynamic Data Sets. 170-175 - Jian Lin, Fan Liang, Xiaoyi Lu, Li Zha, Zhiwei Xu:
Modeling and Designing Fault-Tolerance Mechanisms for MPI-Based MapReduce Data Computing Framework. 176-183
Session 4B: Big Data Energy and Environment
- Saahil Shenoy, Dimitry Gorinevsky:
Predictive Analytics for Extreme Events in Big Data. 184-193 - Athanasios Karmas, Angelos Tzotsos, Konstantinos Karantzalos:
Scalable Geospatial Web Services through Efficient, Online and Near Real-Time Processing of Earth Observation Data. 194-201 - Nikita S. Panchariya, Andrew DeStefano, Varsha Nimbagal, Revathi Ragupathy, Serkan Yavuz, Katherine G. Herbert, Emily Hill, Jerry Alan Fails:
Current Developments in Big Data and Sustainability Sciences in Mobile Citizen Science Applications. 202-212 - Mohammad Naimur Rahman, Amir Esmailpour:
An Efficient Electricity Generation Forecasting System Using Artificial Neural Network Approach with Big Data. 213-217 - Sheng Qiang Lu, Gang Xie, Zehua Chen, Xiaoming Han:
The Management of Application of Big Data in Internet of Thing in Environmental Protection in China. 218-222
Session 5A: Big Data Modeling, Sharing Technologies and Platforms
- Bin Song, Shaosu Liu, Santanu Kolay, Lawrence Lo:
AntsBOA: A New Time Series Pipeline for Big Data Processing, Analyzing and Querying in Online Advertising Application. 223-232 - Sangwhan Cha, Ashraf Abusharekh, Syed Sibte Raza Abidi:
Towards a 'Big' Health Data Analytics Platform. 233-241 - K. Eric Harper, Jiang Zheng, Sam Ade Jacobs, Aldo Dagnino, Anton Jansen, Thomas Goldschmidt, Adamantios Marinakis:
Industrial Analytics Pipelines. 242-248 - Jade Yang:
From Google File System to Omega: A Decade of Advancement in Big Data Management at Google. 249-255
Session 5B: Big Data Application and Industry Experience (I)
- Lei Deng, Jerry Gao, Chandrasekar Vuppalapati:
Building a Big Data Analytics Service Framework for Mobile Advertising and Marketing. 256-266 - Chungsik Song, Younghee Park, Jerry Gao, Sri Kinnera Nanduri, William Zegers:
Favored Encryption Techniques for Cloud Storage. 267-274 - Anitha Ilapakurti, Chandrasekar Vuppalapati:
Building an IoT Framework for Connected Dairy. 275-285 - Faizan Javed, Qinlong Luo, Matt McNair, Ferosh Jacob, Meng Zhao, Tae Seung Kang:
Carotene: A Job Title Classification System for the Online Recruitment Domain. 286-293
Session 6A: Big Data Modeling, Sharing Technologies and Platforms (II)
- Sangkeun Lee, Byung H. Park, Seung-Hwan Lim, Mallikarjun Shankar:
Table2Graph: A Scalable Graph Construction from Relational Tables Using Map-Reduce. 294-301 - Fatimah Alsayoud, Ali Miri:
Index Selection on MapReduce Relational-Databases. 302-307 - Roberto Rivera:
A Low Rank Gaussian Process Prediction Model for Very Large Datasets. 308-313
Session 6B: Big Data Transportation and Tourism
- Feng Cui, Derong Lin, Yinghua Huang:
The Impact of Perceived Security on Consumer E-Loyalty: A Study of Online Tourism Purchasing. 314-322 - Sien Chen, Jianping Zhu, Qichang Xie, Wenqiang Huang, Yinghua Huang:
Understanding Airline Passenger Behavior through PNR, SOW and Webtrends Data Analysis. 323-328 - Xixi Lin, Hua Quan, Hong Zhang, Yinghua Huang:
The 5I Model of Smart City: A Case of Shanghai, china. 329-332
Session 7A: Big Data Center and Information Banking
- Sivakumar Kulasekaran, Maria Esteva, Jessica Trelogan, Si Liu:
A Framework for Multitasking Data-Intensive Management Services in High Performance Computing Environments. 333-340 - Jason West:
Inferring Risk Aversion for Decentralized Investment Portfolios. 341-346 - Hafiz Alaka, Lukumon O. Oyedele, Muhammad Bilal, Olúgbénga O. Akinadé, Hakeem Owolabi, Saheed Ajayi:
Bankruptcy Prediction of Construction Businesses: Towards a Big Data Analytics Approach. 347-352
Session 7B: Big Data Center and Information Banking (II)
- Wuhui Chen, Banage T. G. S. Kumara, Incheon Paik, Zhenni Li:
Topology-aware Heuristic Data Allocation Algorithm for Big Data Infrastructure. 353-360 - Hongbo Zou, Hsuanwei Michelle Chen, Sharmistha Dey:
Understanding Library User Engagement Strategies through Large-Scale Twitter Analysis. 361-370 - Hui Zhang, Wenhan Chao, Deqing Wang:
Semi-supervised Learning on Cross-Lingual Sentiment Analysis with Space Transfer. 371-377 - Weifan Zhang, Hui Zhang, Yuan Zuo, Deqing Wang:
Modeling Both Coarse-Grained and Fine-Grained Topics in Massive Text Data. 378-383
Session 8A: Big Data Intelligence and Knowledge Engineering (I)
- Charles W. Boyle, Kovvali Surya Kumar:
Distributed Data Collection, Correlation and Data Reduction for Iterative Streaming Analytics in Wireless Mobile Networks. 384-391 - Kaoru Shimada, Takaaki Arahira, Takashi Hanioka:
An Evolutionary Rule Mining Method for Continuous Value Prediction from Incomplete Database and Its Application Utilizing Artificial Missing Values. 392-399 - Xiaoou Li, Wen Yu:
Data Stream Classification for Structural Health Monitoring via On-Line Support Vector Machines. 400-405
Session 8B: Big Data Transportation and Tourism (II)
- Ting-Ting Tu, Yunpeng Li, Yongyang Yu, Zongqing Zhou, Xiaohan Yang:
Research on LBS Impact on College Students' Travel Experience. 406-411 - Ying Zhang, Sheng Shu, Zhongjuan Ji, Yaxin Wang:
A Study of the Commercial Application of Big Data of the International Hotel Group in China: Based on the Case Study of Marriott International. 412-417
Session 9A: Big Data Intelligence and Knowledge Engineering (II)
- Chen Jin, Ruoqian Liu, Zhengzhang Chen, William Hendrix, Ankit Agrawal, Alok N. Choudhary:
A Scalable Hierarchical Clustering Algorithm Using Spark. 418-426 - Tyler Munger, Subhas Desa, Chris Wong:
The Use of Domain Knowledge Models for Effective Data Mining of Unstructured Customer Service Data in Engineering Applications. 427-438 - Fangzhou Yang, Dragan Milosevic, Jian Cao:
An Evolutionary Algorithm for Column Family Schema Optimization in HBase. 439-445 - Deepali Arora, Piyush Malik:
Analytics: Key to Go from Generating Big Data to Deriving Business Value. 446-452
Session 10A: Bio-Medical and Healthcare Services
- Xinyan Wang, Liyuan Tian, Bo Xu, Xueliang Wang, Wenjun Wu:
MOOC for Medical Big Data Research: An Important Role in Hypertension Big Data Research. 453-455 - Tony Hao Wu, Enid Wai-Yung Kwong, Grantham Kwok-Hung Pang:
Bio-medical Application on Predicting Systolic Blood Pressure Using Neural Networks. 456-461
Session 10B: Big Data Education and Learning
- Ying Zhu, Eric Friginal:
Interactive Visual Text Analysis for Corpus-Based Language Learning. 462-467 - Melanie Swan:
Philosophy of Big Data: Expanding the Human-Data Relation with Big Data Science Services. 468-477
Session 11A: Multi-media and Social Networking
- Yan Mei, Youliang Zhong, Jian Yang:
Finding and Analyzing Principal Features for Measuring User Influence on Twitter. 478-486 - Alvin Junus, Ming Cheung, James She, Zhanming Jie:
Community-Aware Prediction of Virality Timing Using Big Data of Social Cascades. 487-492
Session 11B: Big Data Application and Industry Experience (II)
- Ferosh Jacob, Aaron Johnson, Faizan Javed, Meng Zhao, Matt McNair:
WebScalding: A Framework for Big Data Web Services. 493-498 - Sourav Mazumdar, Subhankar Dhar:
Hadoop as Big Data Operating System - The Emerging Approach for Managing Challenges of Enterprise Big Data Platform. 499-505
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