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ACM Computing Surveys (CSUR)
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Information Sciences—Informatics and Computer Science: An International Journal
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Performance Evaluation
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IEEE Transactions on Software Engineering
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IEEE Software
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IEEE Software
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IEEE Transactions on Software Engineering
Towards Research on Software Cybernetics
HASE '02 Proceedings of the 7th IEEE International Symposium on High Assurance Systems Engineering
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ICECCS '01 Proceedings of the Seventh International Conference on Engineering of Complex Computer Systems
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QSIC '03 Proceedings of the Third International Conference on Quality Software
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STEP '03 Proceedings of the Eleventh Annual International Workshop on Software Technology and Engineering Practice
QSIC '05 Proceedings of the Fifth International Conference on Quality Software
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Fundamenta Informaticae - Behavior of Composed Concurrent Systems: Logic and Reasoning
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PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Online wavelet-based density estimation for non-stationary streaming data
Computational Statistics & Data Analysis
Validating Behavioral Component Interfaces in Rewriting Logic
Fundamenta Informaticae - Behavior of Composed Concurrent Systems: Logic and Reasoning
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Density estimation is a building block of many data analysis techniques. A recently examined approach based on wavelets promises to be superior to traditional density estimation techniques. For possibly infinite data streams, however, this approach is not feasible due to the limited resources, e.g. memory. In this paper, we propose a new technique for computing wavelet density estimators over data streams that only requires a fixed amount of memory. Our estimators are updated in an online manner such that a continuous analysis of data streams is supported during runtime.