Computing all skyline probabilities for uncertain data
Proceedings of the twenty-eighth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Efficient join processing on uncertain data streams
Proceedings of the 18th ACM conference on Information and knowledge management
Randomized multi-pass streaming skyline algorithms
Proceedings of the VLDB Endowment
Threshold query optimization for uncertain data
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Continuous probabilistic skyline queries over uncertain data streams
DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part I
Identifying interesting instances for probabilistic skylines
DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part II
(Approximate) uncertain skylines
Proceedings of the 14th International Conference on Database Theory
Asymptotically efficient algorithms for skyline probabilities of uncertain data
ACM Transactions on Database Systems (TODS)
Grid-based probabilistic skyline retrieval on distributed uncertain data
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications
Continuous monitoring of skylines over uncertain data streams
Information Sciences: an International Journal
Probabilistic skylines on uncertain data: model and bounding-pruning-refining methods
Journal of Intelligent Information Systems
k-selection query over uncertain data
DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part I
Continuous distance-based skyline queries in road networks
Information Systems
On efficient reverse k-skyband query processing
DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications - Volume Part I
Probabilistic reverse skyline query processing over uncertain data stream
DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications - Volume Part II
Skyline queries on keyword-matched data
Information Sciences: an International Journal
Parallel computation of skyline and reverse skyline queries using mapreduce
Proceedings of the VLDB Endowment
Monochromatic and bichromatic mutual skyline queries
Expert Systems with Applications: An International Journal
On efficient reverse skyline query processing
Expert Systems with Applications: An International Journal
Parallel skyline queries over uncertain data streams in cloud computing environments
International Journal of Web and Grid Services
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Skyline computation has many applications including multi-criteria decision making. In this paper, we study the problem of efficient processing of continuous skyline queries over sliding windows on uncertain data elements regarding given probability thresholds. We first characterize what kind of elements we need to keep in our query computation. Then we show the size of dynamically maintained candidate set and the size of skyline. We develop novel, efficient techniques to process a continuous, probabilistic skyline query. Finally, we extend our techniques to the applications where multiple probability thresholds are given or we want to retrieve "top-k" skyline data objects. Our extensive experiments demonstrate that the proposed techniques are very efficient and handle a high-speed data stream in real time.