Introduction to queueing theory (2nd ed)
Introduction to queueing theory (2nd ed)
Proceedings of the 17th International Conference on Data Engineering
Continuously Maintaining Quantile Summaries of the Most Recent N Elements over a Data Stream
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
Querying Imprecise Data in Moving Object Environments
IEEE Transactions on Knowledge and Data Engineering
Stabbing the Sky: Efficient Skyline Computation over Sliding Windows
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Robust and fast similarity search for moving object trajectories
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Maintaining Sliding Window Skylines on Data Streams
IEEE Transactions on Knowledge and Data Engineering
Finding k-dominant skylines in high dimensional space
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
The new Casper: query processing for location services without compromising privacy
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
MapReduce: simplified data processing on large clusters
OSDI'04 Proceedings of the 6th conference on Symposium on Opearting Systems Design & Implementation - Volume 6
Efficient continuous skyline computation
Information Sciences: an International Journal
Efficient query evaluation on probabilistic databases
The VLDB Journal — The International Journal on Very Large Data Bases
Probabilistic skylines on uncertain data
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Privacy skyline: privacy with multidimensional adversarial knowledge
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Dynamic skyline queries in metric spaces
EDBT '08 Proceedings of the 11th international conference on Extending database technology: Advances in database technology
Continuous k-dominant skyline computation on multidimensional data streams
Proceedings of the 2008 ACM symposium on Applied computing
Monochromatic and bichromatic reverse skyline search over uncertain databases
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Angle-based space partitioning for efficient parallel skyline computation
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Event queries on correlated probabilistic streams
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Estimating statistical aggregates on probabilistic data streams
ACM Transactions on Database Systems (TODS)
High Performance Parallel Database Processing and Grid Databases
High Performance Parallel Database Processing and Grid Databases
MapReduce for Data Intensive Scientific Analyses
ESCIENCE '08 Proceedings of the 2008 Fourth IEEE International Conference on eScience
Online Interval Skyline Queries on Time Series
ICDE '09 Proceedings of the 2009 IEEE International Conference on Data Engineering
Probabilistic Skyline Operator over Sliding Windows
ICDE '09 Proceedings of the 2009 IEEE International Conference on Data Engineering
Parallel Skyline Computation on Multicore Architectures
ICDE '09 Proceedings of the 2009 IEEE International Conference on Data Engineering
Computing all skyline probabilities for uncertain data
Proceedings of the twenty-eighth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Minimizing the communication cost for continuous skyline maintenance
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
AGiDS: A Grid-Based Strategy for Distributed Skyline Query Processing
Globe '09 Proceedings of the 2nd International Conference on Data Management in Grid and Peer-to-Peer Systems
Proceedings of the 18th ACM conference on Information and knowledge management
Recent Research Advances in e-Science
Cluster Computing
Research and performance evaluation of data replication technology in distributed storage systems
Computers & Mathematics with Applications
Continuously maintaining sliding window skylines in a sensor network
DASFAA'07 Proceedings of the 12th international conference on Database systems for advanced applications
Efficient and Progressive Algorithms for Distributed Skyline Queries over Uncertain Data
ICDCS '10 Proceedings of the 2010 IEEE 30th International Conference on Distributed Computing Systems
NSDI'10 Proceedings of the 7th USENIX conference on Networked systems design and implementation
Skyline query processing for uncertain data
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Efficient monitoring of skyline queries over distributed data streams
Knowledge and Information Systems
HaLoop: efficient iterative data processing on large clusters
Proceedings of the VLDB Endowment
Hadoop++: making a yellow elephant run like a cheetah (without it even noticing)
Proceedings of the VLDB Endowment
Ranking uncertain sky: The probabilistic top-k skyline operator
Information Systems
Efficient parallel skyline processing using hyperplane projections
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
QSSA: A QoS-aware Service Selection Approach
International Journal of Web and Grid Services
ICDE '11 Proceedings of the 2011 IEEE 27th International Conference on Data Engineering
Continuous monitoring of skylines over uncertain data streams
Information Sciences: an International Journal
Parallelizing skyline queries for scalable distribution
EDBT'06 Proceedings of the 10th international conference on Advances in Database Technology
Continuous Top-k Dominating Queries
IEEE Transactions on Knowledge and Data Engineering
Distributed skyline processing: a trend in database research still going strong
Proceedings of the 15th International Conference on Extending Database Technology
Proceedings of the 15th International Conference on Database Theory
A survey of skyline processing in highly distributed environments
The VLDB Journal — The International Journal on Very Large Data Bases
Internet-based Virtual Computing Environment: Beyond the data center as a computer
Future Generation Computer Systems
Ontology as a Service (OaaS): a case for sub-ontology merging on the cloud
The Journal of Supercomputing
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Skyline query processing over uncertain data streams has attracted considerable attention recently, due to its importance in helping users make intelligent decisions on complex data. Nevertheless, existing studies only focus on retrieving the skylines over data streams in a centralised environment typically with one processor, which limits the scalability and cannot meet the requirement for massive data analysis. Cloud computing provides unprecedentedly opportunities for supporting massive data management, which can be well adapted to the parallel skyline queries. In this paper, we extensively study the parallel skyline query problem over uncertain data streams in cloud computing environments. Particularly, three parallel models SPM, APM, and DPM are proposed to address the problem based on the sliding window partitioning. Additionally, an adaptive sliding granularity adjustment strategy and a load balance strategy are proposed to further optimise the queries. Extensive experiments are conducted to demonstrate the effectiveness and efficiency of the proposals.