1Chapter 1. Data-Intensive Computing: A Challenge for the 21st Century
39Chapter 6. Dimension Reduction for Streaming Data
21.1 Introduction
406.1 Introduction
31.2 Some Examples
416.2 Background and Motivation
41.3 Characterizing Data-Intensive Applications
426.3 Dimension Reduction Techniques
51.4 Summary
436.4 Illustrative Experiments
61.5 Questions
446.5 Conclusion
7Chapter 2. Anatomy of Data-Intensive Computing Application
456.6 Questions
82.1 An Architecture Blueprint
46Chapter 7. Binary Classification with Support Vector Machines
92.2 Data Acquisition
477.1 Introduction
102.3 Data Reduction
487.2 Problems in Support Vector Machine Training
112.4 Data Analysis and Visualization
497.3 Implementations
122.5 Data Processing pipeline Infrastructure
507.4 Computational Issues
132.7 Summary
517.5 Conclusion
142.8 Questions
527.6 Questions
15Chapter 3. Hardware Architectures for Data-Intensive Computing Problems: A Case Study for String Matching
53Chapter 8. Beyond MapReduce: New Requirements for Scalable Data Processing
163.1 Introduction
548.1 Introduction and Background
17 3.2 Background
558.2 HaLoop
183.3 Aho-Corasick Algorithmic Design and
568.3 Handling Skew in MapReduce Applications
19Optimization
578.4 Looking Ahead: Complex Data, Massive Scale,
20 3.4 Experimental Results
58and Interactive Speeds
213.5 Conclusion
598.5 Questions
223.6 Questions
60Exploration
23Chapter 4. Data Management Architectures
619.2 Data-Intensive Tools and Methods
244.1 Data Storage and Architectures
629.4 Discussion
254.2 Spatial and Temporal Information
639.5 Conclusion
264.3 Relational Databases, On-Line Analytical
649.6 Questions
27Processing, and Non-traditional Database
65Chapter 10. Data-Intensive Visual Analysis for Cyber-Security
28Environments
6610.1 Introduction
294.4 Metadata and Provenance Management
6710.2 Motivation
304.5 Questions
6810.3 Medici
31Chapter 5. Large-Scale Data Management Techniques in Cloud Computing Platforms
6910.4 Clique
325.1 Introduction
7010.5 Interaction
335.2 Cloud Data Management
7110.6 Traffic Circle
345.3 Cloud Data Management Systems
7210.6 Interface
355.4 Cloud Applications
7310.7 Case Study
365.5 Real-World Case Studies
7410.8 Conclusion
375.6 Conclusion
7510.9 Questions
385.7 Questions
76Glossary
