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Data Stream Management 2016
- Minos N. Garofalakis, Johannes Gehrke, Rajeev Rastogi:
Data Stream Management - Processing High-Speed Data Streams. Data-Centric Systems and Applications, Springer 2016, ISBN 978-3-540-28607-3 - Minos N. Garofalakis, Johannes Gehrke, Rajeev Rastogi:
Data Stream Management: A Brave New World. 1-9
Foundations and Basic Stream Synopses
- Peter J. Haas:
Data-Stream Sampling: Basic Techniques and Results. 13-44 - Michael B. Greenwald, Sanjeev Khanna:
Quantiles and Equi-depth Histograms over Streams. 45-86 - Graham Cormode, Minos N. Garofalakis:
Join Sizes, Frequency Moments, and Applications. 87-102 - Moses Charikar:
Top-k Frequent Item Maintenance over Streams. 103-119 - Phillip B. Gibbons:
Distinct-Values Estimation over Data Streams. 121-147 - Mayur Datar, Rajeev Motwani:
The Sliding-Window Computation Model and Results. 149-165
Mining Data Streams
- Sudipto Guha, Nina Mishra:
Clustering Data Streams. 169-187 - Geoff Hulten, Pedro M. Domingos:
Mining Decision Trees from Streams. 189-208 - Gurmeet Singh Manku:
Frequent Itemset Mining over Data Streams. 209-219 - Jon M. Kleinberg:
Temporal Dynamics of On-Line Information Streams. 221-238
Advanced Topics
- Alin Dobra, Minos N. Garofalakis, Johannes Gehrke, Rajeev Rastogi:
Sketch-Based Multi-Query Processing over Data Streams. 241-261 - S. Muthukrishnan, Martin Strauss:
Approximate Histogram and Wavelet Summaries of Streaming Data. 263-281 - Graham Cormode, Piotr Indyk:
Stable Distributions in Streaming Computations. 283-300 - Minos N. Garofalakis:
Tracking Queries over Distributed Streams. 301-314
System Architectures and Languages
- Arvind Arasu, Brian Babcock, Shivnath Babu, John Cieslewicz, Mayur Datar, Keith Ito, Rajeev Motwani, Utkarsh Srivastava, Jennifer Widom:
STREAM: The Stanford Data Stream Management System. 317-336 - Ugur Çetintemel, Daniel J. Abadi, Yanif Ahmad, Hari Balakrishnan, Magdalena Balazinska, Mitch Cherniack, Jeong-Hyon Hwang, Samuel Madden, Anurag Maskey, Alexander Rasin, Esther Ryvkina, Mike Stonebraker, Nesime Tatbul, Ying Xing, Stan Zdonik:
The Aurora and Borealis Stream Processing Engines. 337-359 - Nikolay Laptev, Barzan Mozafari, Hamid Mousavi, Hetal Thakkar, Haixun Wang, Kai Zeng, Carlo Zaniolo:
Extending Relational Query Languages for Data Streams. 361-386 - Corinna Cortes, Kathleen Fisher, Daryl Pregibon, Anne Rogers, Frederick Smith:
Hancock: A Language for Analyzing Transactional Data Streams. 387-408 - Daniel Abadi, Samuel Madden, Wolfgang Lindner:
Sensor Network Integration with Streaming Database Systems. 409-428
Applications
- Charles D. Cranor, Theodore Johnson, Oliver Spatscheck:
Stream Processing Techniques for Network Management. 431-449 - Yanlei Diao, Michael J. Franklin:
High-Performance XML Message Brokering. 451-471 - Eleftherios Soulas, Dennis E. Shasha:
Fast Methods for Statistical Arbitrage. 473-497 - Spiros Papadimitriou, Anthony Brockwell, Christos Faloutsos:
Adaptive, Automatic Stream Mining. 499-528 - Minos N. Garofalakis, Johannes Gehrke, Rajeev Rastogi:
Conclusions and Looking Forward. 529-537
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