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ORCIDBigData Congress 2013: Santa Clara, CA, USA
- IEEE International Congress on Big Data, BigData Congress 2013, Santa Clara, CA, USA, June 27 2013-July 2, 2013. IEEE Computer Society 2013, ISBN 978-0-7695-5006-0
Research Session 1 - Big Data Scalability
- Makoto Yui, Isao Kojima:
A Database-Hadoop Hybrid Approach to Scalable Machine Learning. 1-8 - Jack Li, Qingyang Wang, Deepal Jayasinghe, Junhee Park, Tao Zhu, Calton Pu:
Performance Overhead among Three Hypervisors: An Experimental Study Using Hadoop Benchmarks. 9-16 - Shun-Pun Li, Man Hon Wong:
Data Allocation in Scalable Distributed Database Systems Based on Time Series Forecasting. 17-24
Research Session 2 - Privacy Issues
- Omar Hasan, Benjamin Habegger, Lionel Brunie, Nadia Bennani, Ernesto Damiani
:
A Discussion of Privacy Challenges in User Profiling with Big Data Techniques: The EEXCESS Use Case. 25-30 - Martin Beck, Florian Kerschbaum:
Approximate Two-Party Privacy-Preserving String Matching with Linear Complexity. 31-37 - Dawn N. Jutla, Peter Bodorik, Sohail Ali:
Engineering Privacy for Big Data Apps with the Unified Modeling Language. 38-45
Research Session 3 - Big Data Mining
- You-Wei Cheah, Shane Richard Canon, Beth Plale, Lavanya Ramakrishnan:
Milieu: Lightweight and Configurable Big Data Provenance for Science. 46-53 - Antonia Azzini, Paolo Ceravolo:
Consistent Process Mining over Big Data Triple Stores. 54-61
Research Session 4 - Big Data Cloud
- Farhana H. Zulkernine, Patrick Martin, Ying Zou, Michael Bauer, Femida Gwadry-Sridhar, Ashraf Aboulnaga:
Towards Cloud-Based Analytics-as-a-Service (CLAaaS) for Big Data Analytics in the Cloud. 62-69 - Gwan-Hwan Hwang, Yi-Chan Kao, Yu-Cheng Hsiao:
Scalable and Trustworthy Cross-Enterprise WfMSs by Cloud Collaboration. 70-77 - Badari N. Thyamagondlu, Victor W. Chu, Raymond K. Wong:
A Bandwidth-Conscious Caching Scheme for Mobile Devices. 78-85
Research Session 5 - Pervasive Big Data
- Lakshmish Ramaswamy, Victor Lawson, Siva Venkat Gogineni:
Towards a Quality-centric Big Data Architecture for Federated Sensor Services. 86-93 - Harris T. Lin, Vasant G. Honavar:
Learning Classifiers from Chains of Multiple Interlinked RDF Data Stores. 94-101 - Hidayet Aksu, Mustafa Canim, Yuan-Chi Chang, Ibrahim Korpeoglu, Özgür Ulusoy:
Multi-resolution Social Network Community Identification and Maintenance on Big Data Platform. 102-109
Research Session 6 - Rule Mining
- Erdi Olmezogullari, Ismail Ari:
Online Association Rule Mining over Fast Data. 110-117 - Puneet Agarwal, Gautam Shroff, Pankaj Malhotra:
Approximate Incremental Big-Data Harmonization. 118-125 - Yang Hang, Simon Fong:
Countering the Concept-Drift Problem in Big Data Using iOVFDT. 126-132
Research Special Session 1 - Social Media Data Analytics
- Lina Li, Cuiping Li, Hong Chen, Xiaoyong Du:
MapReduce-Based SimRank Computation and Its Application in Social Recommender System. 133-140 - Qunyan Zhang, Haixin Ma, Weining Qian, Aoying Zhou:
Duplicate Detection for Identifying Social Spam in Microblogs. 141-148 - Kun Yue, Minqi Zhou, Jixian Zhang, Ping Zhang, Qiyu Fang, Weiyi Liu:
Graph-Based Hierarchical Categorization of Microblog Users. 149-156
Research Special Session 2 - Big Data Querying
- Nianlong Weng, Minqi Zhou, Ming-Chien Shan, Aoying Zhou:
Scalable Parallel Join for Huge Tables. 157-164 - Fang Du, Haoqiong Bian, Yueguo Chen, Xiaoyong Du:
Efficient SPARQL Query Evaluation in a Database Cluster. 165-172 - Zhigang Wang, Yubin Bao, Yu Gu, Fangling Leng, Ge Yu, Chao Deng, Leitao Guo:
A BSP-Based Parallel Iterative Processing System with Multiple Partition Strategies for Big Graphs. 173-180
Research Special Session 3 - Big Graph Data
- Huiqi Hu, Guoliang Li, Jianhua Feng:
Fast Similar Subgraph Search with Maximum Common Connected Subgraph Constraints. 181-188 - Yang Guo, Xuequn Shang, Jing Li, Zhanhuai Li:
Revealing the Causes of Dynamic Change in Protein-Protein Interaction Network. 189-194 - Yifei Zhang, Guoren Wang:
SPTI: Efficient Answering the Shortest Path Query on Large Graphs. 195-202
Research Special Session 4 - MapReduce
- LinLin Ding, Guoren Wang, Junchang Xin, Ye Yuan:
Efficient Probabilistic Skyline Query Processing in MapReduce. 203-210 - Xite Wang, Derong Shen, Ge Yu, Tiezheng Nie, Yue Kou:
A Throughput Driven Task Scheduler for Improving MapReduce Performance in Job-Intensive Environments. 211-218
Research Special Session 5 - Big Data Infrastructure
- Wei He, Minqi Zhou, Xueqing Gong, Xiaofeng He:
Massive Parallel Join in NUMA Architecture. 219-226 - Hongbing Wang, Xiaojun Wang, Qi Yu:
Optimal Self-Healing of Service-Oriented Systems with Incomplete Information. 227-234
Industry and Application Session 1 - Privacy Protection
- Meiko Jensen:
Challenges of Privacy Protection in Big Data Analytics. 235-238 - B. S. Vidyalakshmi, Raymond K. Wong, Chi-Hung Chi:
Decentralized Trust Driven Access Control for Mobile Content Sharing. 239-246
Industry and Application Session 2 - Big Data Analysis
- Lijuan Wang, Junzhou Luo, Jun Shen, Fang Dong:
Cost and Time Aware Ant Colony Algorithm for Data Replica in Alpha Magnetic Spectrometer Experiment. 247-254 - M. Usman Nisar, Arash Fard, John A. Miller:
Techniques for Graph Analytics on Big Data. 255-262 - Sanat Kumar Bista, Surya Nepal, Cécile Paris:
Data Abstraction and Visualisation in Next Step: Experiences from a Government Services Delivery Trial. 263-270
Industry and Application Session 3 - System Architecture
- T. Roopa, Anantharaman P. Narayana Iyer, Shanta Rangaswamy:
CroTIS-Crowdsourcing Based Traffic Information System. 271-277 - Long Qian, Bin Wu, Renbo Zhang, Weiyu Zhang, Min Luo:
Characterization of 3G Data-Plane Traffic and Application towards Centralized Control and Management for Software Defined Networking. 278-285
Industry and Application Session 4 - Domain Knowledge
- Apostolos Papageorgiou, Mischa Schmidt, Jaeseung Song, Nobuharu Kami:
Smart M2M Data Filtering Using Domain-Specific Thresholds in Domain-Agnostic Platforms. 286-293 - Li Kuang, Liang Chen, Yanan Xie, Jian Wu:
Full Recognition of Massive Products Based on Property Set. 294-301 - Harris T. Lin, Sanghack Lee, Ngot Bui, Vasant G. Honavar:
Learning Classifiers from Distributional Data. 302-309
Industry and Application Session 5 - Workflow Computing
- Chun-Chieh Chen, Chi-Yao Tseng, Ming-Syan Chen:
Highly Scalable Sequential Pattern Mining Based on MapReduce Model on the Cloud. 310-317 - Pinar Alper, Khalid Belhajjame, Carole A. Goble, Pinar Karagoz:
Small Is Beautiful: Summarizing Scientific Workflows Using Semantic Annotations. 318-325
Industry and Application Session 6 - Load Balancing and Testing
- Takatoshi Kitano, Leiming Su:
SPOAN: Load Balancing Replica Placement Strategy for Large Scale Biometric Identification Service. 326-333 - Ranjan Sen, Andrew Farris, Peter Guerra:
Benchmarking Apache Accumulo BigData Distributed Table Store Using Its Continuous Test Suite. 334-341 - Toshihiro Nemoto, Masaru Kitsuregawa:
Surveying Systems of Global Climate Change Simulation Data and Access Logs to Them. 342-346
Industry and Application Session 7 - Big Data Algorithm
- Hsiao-Fei Liu, Chung-Tsai Su, An-Chiang Chu:
Fast Quasi-biclique Mining with Giraph. 347-354 - Lijuan Wang, Jun Shen:
Economical Data-Intensive Service Provision Supported with a Modified Genetic Algorithm. 355-362 - Seung Hwan Park, Cheong-Sool Park, Jun-Seok Kim, Sung-Shick Kim, Jun-Geol Baek, Daewoong An:
Data Mining Approaches for Packaging Yield Prediction in the Post-fabrication Process. 363-368
Industry and Application Session 8 - Big Data Querying
- Marcello Leida, Andrej Chu:
Distributed SPARQL Query Answering over RDF Data Streams. 369-378 - Bo Mi Lim, Jongwoo Kim, Sung-Shick Kim, Jun-Geol Baek:
Point and Interval Estimation Method for Auto-regressive Model with Nonnormal Error. 379-386 - Ahsanul Haque, Brandon Parker, Latifur Khan:
Labeling Instances in Evolving Data Streams with MapReduce. 387-394
Industry and Application Session 9 - Big Data Tool
- Richard K. Lomotey, Ralph Deters:
RSenter: Tool for Topics and Terms Extraction from Unstructured Data Debris. 395-402 - Zibin Zheng, Jieming Zhu, Michael R. Lyu:
Service-Generated Big Data and Big Data-as-a-Service: An Overview. 403-410
WIP Session 1 - Context Awareness Model
- Incheon Paik, Takazumi Tanaka, Hiroki Ohashi, Wuhui Chen:
Big Data Infrastructure for Active Situation Awareness on Social Network Services. 411-412 - Yaya Sylla, Pierre Morizet-Mahoudeaux, Stephen Brobst:
Fraud Detection on Large Scale Social Networks. 413-414 - Yu Lei, Zhili Wang, Mingfang Shao, Zishuo Wang, Luoming Meng, Xuesong Qiu:
Network-Aware Web Service Selection in Dynamic Environment. 415-416 - Rosangela de Fatima Pereira, Marcelo Risse de Andrade, Artur Carvalho Zucchi, Karen Langona, Walter Akio Goya, Nelson Mimura Gonzalez, Tereza Cristina Melo de Brito Carvalho, Jan-Erik Mångs, Azimeh Sefidcon:
Distributed Processing from Large Scale Sensor Network Using Hadoop. 417-418 - Aviv Segev, Chihoon Jung, Sukhwan Jung:
Analysis of Technology Trends Based on Big Data. 419-420
WIP Session 2 - Big Data Trends
- Yang Song, Gabriel Alatorre, NagaPramod Mandagere, Aameek Singh:
Storage Mining: Where IT Management Meets Big Data Analytics. 421-422 - Hao Lin, Shuo Yang, Samuel P. Midkiff:
RABID - A General Distributed R Processing Framework Targeting Large Data-Set Problems. 423-424 - Joaquim Assunção, Paulo Fernandes, Lucelene Lopes, Silvio Normey:
Distributed Stochastic Aware Random Forests - Efficient Data Mining for Big Data. 425-426 - Eser Kandogan, Mary Roth, Cheryl A. Kieliszewski, Fatma Özcan, Bob Schloss, Marc-Thomas Schmidt:
Data for All: A Systems Approach to Accelerate the Path from Data to Insight. 427-428
WIP Session 3 - Big Data Management
- Dongfeng Cai, Yu Bai, Guiping Zhang, Fang Cai:
The Knowledge Service Project in the Era of Big Data. 429-430 - Mohamed Nassar, Bechara al Bouna, Qutaibah M. Malluhi:
Secure Outsourcing of Network Flow Data Analysis. 431-432 - Yunkai Liu, Theresa M. Vitolo:
Graph Data Warehouse: Steps to Integrating Graph Databases Into the Traditional Conceptual Structure of a Data Warehouse. 433-434 - Asaf Shabtai, Idan Morad, Eyal Kolman, Ereli Eran, Alex Vaystikh, Eyal Gruss, Lior Rokach, Yuval Elovici:
IP2User - Identifying the Username of an IP Address in Network-Related Events. 435-436 - Nelson Mimura Gonzalez, Walter Akio Goya, Karen Langona, Rosangela de Fatima Pereira, Marcelo Risse de Andrade, Artur Carvalho Zucchi, Tereza Cristina Melo de Brito Carvalho, Jan-Erik Mångs, Azimeh Sefidcon:
Cloud Distributed Processing Using Trade Wind. 437-438 - Ariyam Das, Harish Siddapura Ranganath:
Effective Interpretation of Bucket Testing Results through Big Data Analytics. 439-440
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