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Query evaluation techniques for large databases
ACM Computing Surveys (CSUR)
Fast subsequence matching in time-series databases
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An overview of real-time database systems
Advances in real-time systems
View maintenance issues for the chronicle data model (extended abstract)
PODS '95 Proceedings of the fourteenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems
The space complexity of approximating the frequency moments
STOC '96 Proceedings of the twenty-eighth annual ACM symposium on Theory of computing
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SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
A first course in database systems
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Online association rule mining
SIGMOD '99 Proceedings of the 1999 ACM SIGMOD international conference on Management of data
Approximate computation of multidimensional aggregates of sparse data using wavelets
SIGMOD '99 Proceedings of the 1999 ACM SIGMOD international conference on Management of data
SIGMOD '99 Proceedings of the 1999 ACM SIGMOD international conference on Management of data
SIGMOD '99 Proceedings of the 1999 ACM SIGMOD international conference on Management of data
Join synopses for approximate query answering
SIGMOD '99 Proceedings of the 1999 ACM SIGMOD international conference on Management of data
Ripple joins for online aggregation
SIGMOD '99 Proceedings of the 1999 ACM SIGMOD international conference on Management of data
An adaptive query execution system for data integration
SIGMOD '99 Proceedings of the 1999 ACM SIGMOD international conference on Management of data
In-memory data management for consumer transactions the timesten approach
SIGMOD '99 Proceedings of the 1999 ACM SIGMOD international conference on Management of data
Synopsis data structures for massive data sets
External memory algorithms
Eddies: continuously adaptive query processing
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
NiagaraCQ: a scalable continuous query system for Internet databases
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
Congressional samples for approximate answering of group-by queries
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
Hancock: a language for extracting signatures from data streams
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
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Trajectory sampling for direct traffic observation
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SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
Space-efficient online computation of quantile summaries
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
SPARTAN: a model-based semantic compression system for massive data tables
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Monitoring XML data on the Web
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
Making views self-maintainable for data warehousing
DIS '96 Proceedings of the fourth international conference on on Parallel and distributed information systems
Dataflow query execution in a parallel main-memory environment
PDIS '91 Proceedings of the first international conference on Parallel and distributed information systems
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Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Active Database Systems: Triggers and Rules for Advanced Database Processing
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Common expression analysis in database applications
SIGMOD '82 Proceedings of the 1982 ACM SIGMOD international conference on Management of data
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IEEE Transactions on Knowledge and Data Engineering
Developments from a June 1996 seminar on Online algorithms: the state of the art
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Data Integration using Self-Maintainable Views
EDBT '96 Proceedings of the 5th International Conference on Extending Database Technology: Advances in Database Technology
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
Histogram-Based Approximation of Set-Valued Query-Answers
VLDB '99 Proceedings of the 25th International Conference on Very Large Data Bases
Efficient Filtering of XML Documents for Selective Dissemination of Information
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
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Dynamic Maintenance of Wavelet-Based Histograms
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Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries
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VLDB '91 Proceedings of the 17th International Conference on Very Large Data Bases
Tribeca: A Stream Database Manager for Network Traffic Analysis
VLDB '96 Proceedings of the 22th International Conference on Very Large Data Bases
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VLDB '97 Proceedings of the 23rd International Conference on Very Large Data Bases
Fast Approximate Answers to Aggregate Queries on a Data Cube
SSDBM '99 Proceedings of the 11th International Conference on Scientific and Statistical Database Management
FOCS '00 Proceedings of the 41st Annual Symposium on Foundations of Computer Science
Online Data Mining for Co-Evolving Time Sequences
ICDE '00 Proceedings of the 16th International Conference on Data Engineering
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SODA '02 Proceedings of the thirteenth annual ACM-SIAM symposium on Discrete algorithms
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Chromium: a stream-processing framework for interactive rendering on clusters
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Information Monitoring on the Web: A Scalable Solution
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CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
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CASCON '03 Proceedings of the 2003 conference of the Centre for Advanced Studies on Collaborative research
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SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Data stream management for historical XML data
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
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ADC '04 Proceedings of the 15th Australasian database conference - Volume 27
Systematic data selection to mine concept-drifting data streams
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MPAC '04 Proceedings of the 2nd workshop on Middleware for pervasive and ad-hoc computing
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CASCON '04 Proceedings of the 2004 conference of the Centre for Advanced Studies on Collaborative research
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Semantic Approximation of Data Stream Joins
IEEE Transactions on Knowledge and Data Engineering
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Information and Computation - Special issue: Commemorating the 50th birthday anniversary of Paris C. Kanellakis
Predictive filtering: a learning-based approach to data stream filtering
DMSN '04 Proceeedings of the 1st international workshop on Data management for sensor networks: in conjunction with VLDB 2004
Decision support queries on a tape-resident data warehouse
Information Systems
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ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Flexible time management in data stream systems
PODS '04 Proceedings of the twenty-third ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
A generic framework for monitoring continuous spatial queries over moving objects
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ETL queues for active data warehousing
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APCCM '05 Proceedings of the 2nd Asia-Pacific conference on Conceptual modelling - Volume 43
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VLDB '05 Proceedings of the 31st international conference on Very large data bases
Continuous Similarity-Based Queries on Streaming Time Series
IEEE Transactions on Knowledge and Data Engineering
State-Space Optimization of ETL Workflows
IEEE Transactions on Knowledge and Data Engineering
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Stream Cube: An Architecture for Multi-Dimensional Analysis of Data Streams
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A geometric approach to monitoring threshold functions over distributed data streams
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
DSM-PLW: single-pass mining of path traversal patterns over streaming web click-sequences
Computer Networks: The International Journal of Computer and Telecommunications Networking - Web dynamics
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Journal of Intelligent Information Systems
On biased reservoir sampling in the presence of stream evolution
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
GAGPC: optimization of multiple continuous queries on data
DBA'06 Proceedings of the 24th IASTED international conference on Database and applications
Regression Cubes with Lossless Compression and Aggregation
IEEE Transactions on Knowledge and Data Engineering
Using grouping variables to express complex decision support queries
Data & Knowledge Engineering
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Optimization of media processing workflows with adaptive operator behaviors
Multimedia Tools and Applications
Framework for bringing data streams to the grid
Scientific Programming - AxGrids 2004
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Warping the time on data streams
Data & Knowledge Engineering
Effective variation management for pseudo periodical streams
Proceedings of the 2007 ACM SIGMOD international conference on Management of data
High frequency distributed data stream event correlation to improve neonatal clinical management
Proceedings of the 2007 inaugural international conference on Distributed event-based systems
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ADC '07 Proceedings of the eighteenth conference on Australasian database - Volume 63
Adaptive similarity search in streaming time series with sliding windows
Data & Knowledge Engineering
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Signal Processing
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Knowledge and Information Systems
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VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
Monitoring streams: a new class of data management applications
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Multi-dimensional regression analysis of time-series data streams
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
Comparing data streams using Hamming norms (how to zero in)
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
StatStream: statistical monitoring of thousands of data streams in real time
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ACM Transactions on Database Systems (TODS)
Operator scheduling in a data stream manager
VLDB '03 Proceedings of the 29th international conference on Very large data bases - Volume 29
StreamMiner: a classifier ensemble-based engine to mine concept-drifting data streams
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
Continuous subspace clustering in streaming time series
Information Systems
Foundations and Trends in Databases
An adaptive in-network aggregation operator for query processing in wireless sensor networks
Journal of Systems and Software
New trends in information integration
Proceedings of the 2nd international conference on Ubiquitous information management and communication
Information Sciences: an International Journal
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Query processing of multi-way stream window joins
The VLDB Journal — The International Journal on Very Large Data Bases
ZELESSA: an enabler for real-time sensing, analysing and acting on continuous event streams
International Journal of Business Intelligence and Data Mining
Data-stream-based global event monitoring using pairwise interactions
Journal of Parallel and Distributed Computing
Dynamic adaptive data structures for monitoring data streams
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The VLDB Journal — The International Journal on Very Large Data Bases
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IDEAS '08 Proceedings of the 2008 international symposium on Database engineering & applications
Incremental view-based analysis of stock market data streams
IDEAS '08 Proceedings of the 2008 international symposium on Database engineering & applications
Mining frequent itemsets over data streams using efficient window sliding techniques
Expert Systems with Applications: An International Journal
ODMCA: An adaptive data mining control algorithm in multicarrier networks
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Computer Networks: The International Journal of Computer and Telecommunications Networking
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Electronic Notes in Theoretical Computer Science (ENTCS)
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Significance-Based Failure and Interference Detection in Data Streams
DEXA '09 Proceedings of the 20th International Conference on Database and Expert Systems Applications
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IDEAS '09 Proceedings of the 2009 International Database Engineering & Applications Symposium
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IDEAS '09 Proceedings of the 2009 International Database Engineering & Applications Symposium
Cardinality estimation in ETL processes
Proceedings of the ACM twelfth international workshop on Data warehousing and OLAP
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Information and Computation
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Communication abstractions for distributed business processes
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Using a reinforced concept lattice to incrementally mine association rules from closed itemsets
KDID'06 Proceedings of the 5th international conference on Knowledge discovery in inductive databases
Evaluating MAX and MIN over sliding windows with various size using the exemplary sketch
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
TinTO: a tool for the view-based analysis of streams of stock market data
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
Event-based lossy compression for effective and efficient OLAP over data streams
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Watermarking-based intellectual property protection for sensor streaming data
International Journal of Computer Applications in Technology
Resource allocation for multiple concurrent in-network stream-processing applications
Euro-Par'09 Proceedings of the 2009 international conference on Parallel processing
Robust ensemble learning for mining noisy data streams
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In many recent applications, data may take the form of continuous data streams, rather than finite stored data sets. Several aspects of data management need to be reconsidered in the presence of data streams, offering a new research direction for the database community. In this paper we focus primarily on the problem of query processing, specifically on how to define and evaluate continuous queries over data streams. We address semantic issues as well as efficiency concerns. Our main contributions are threefold. First, we specify a general and flexible architecture for query processing in the presence of data streams. Second, we use our basic architecture as a tool to clarify alternative semantics and processing techniques for continuous queries. The architecture also captures most previous work on continuous queries and data streams, as well as related concepts such as triggers and materialized views. Finally, we map out research topics in the area of query processing over data streams, showing where previous work is relevant and describing problems yet to be addressed.