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Big Data - Algorithms, Analytics, and Applications 2015
- Kuan-Ching Li, Hai Jiang, Laurence T. Yang, Alfredo Cuzzocrea:
Big Data - Algorithms, Analytics, and Applications. Chapman and Hall/CRC 2015, ISBN 978-0-4291-7401-8
Big Data Management
- Hisham Mohamed, Stéphane Marchand-Maillet:
Scalable Indexing for Big Data Processing. 3-20 - Xing Wu, Yan Liu, Ian Gorton:
Scalability and Cost Evaluation of Incremental Data Processing Using Amazon's Hadoop Service. 21-38 - Alexander Thomasian:
Singular Value Decomposition, Clustering, and Indexing for Similarity Search for Large Data Sets in High-Dimensional Spaces. 39-70 - John Tsiligaridis:
Multiple Sequence Alignment and Clustering with Dot Matrices, Entropy, and Genetic Algorithms. 71-88
Big Data Processing
- Ouidad Achahbar, Mohamed Riduan Abid, Mohamed Bakhouya, Chaker El Amrani, Jaafar Gaber, Mohammed Essaaidi, Tarek A. El-Ghazawi:
Approaches for High-Performance Big Data Processing: Applications and Challenges. 91-104 - Florin Pop, Valentin Cristea:
The Art of Scheduling for Big Data Science. 105-120 - Zhuo Tang, Ling Qi, Lingang Jiang, Kenli Li, Keqin Li:
Time-Space Scheduling in the MapReduce Framework. 121-138 - Alessandro Morari, Vito Giovanni Castellana, Oreste Villa, Jesse Weaver, Gregory Todd Williams, David J. Haglin, Antonino Tumeo, John Feo:
GEMS: Graph Database Engine for Multithreaded Systems. 139-156 - Raghvendra Mall, Johan A. K. Suykens:
KSC-net: Community Detection for Big Data Networks. 157-174 - Yu Wu, Jessica Kropczynski, John M. Carroll:
Making Big Data Transparent to the Software Developers' Community. 175-190
Big Data Stream Techniques and Algorithms
- Dawei Sun, Guangyan Zhang, Weimin Zheng, Keqin Li:
Key Technologies for Big Data Stream Computing. 193-214 - Marat Zhanikeev:
Streaming Algorithms for Big Data Processing on Multicore Architecture. 215-240 - Xiaokang Zhou, Qun Jin:
Organic Streams: A Unified Framework for Personal Big Data Integration and Organization Towards Social Sharing and Individualized Sustainable Use. 241-256 - Kostas Patroumpas, Timos K. Sellis:
Managing Big Trajectory Data: Online Processing of Positional Streams. 257-280
Big Data Privacy
- Paolo Balboni:
Personal Data Protection Aspects of Big Data. 283-300 - Alfredo Cuzzocrea:
Privacy-Preserving Big Data Management: The Case of OLAP. 301-326
Big Data Applications
- Taruna Seth, Vipin Chaudhary:
Big Data in Finance. 329-356 - Kehua Guo, Jianhua Ma:
Semantic-Based Heterogeneous Multimedia Big Data Retrieval. 357-374 - Juan Hu, Yi Fang, Nam Ling, Li Song:
Topic Modeling for Large-Scale Multimedia Analysis and Retrieval. 375-392 - Xueyan Li, Chen Liu:
Big Data Biometrics Processing: A Case Study of an Iris Matching Algorithm on Intel Xeon Phi. 393-404 - Ziliang Zong:
Storing, Managing, and Analyzing Big Satellite Data: Experiences and Lessons Learned from a Real-World Application. 405-424 - Elena Strange:
Barriers to the Adoption of Big Data Applications in the Social Sector. 425-438
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