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- W2116713305 abstract "Online monitoring of data streams poses a challenge in many data-centric applications, such as telecommunications networks, traffic management, trend-related analysis, Web-click streams, intrusion detection, and sensor networks. Mining techniques employed in these applications have to be efficient in terms of space usage and per-item processing time while providing a high quality of answers to (1) aggregate monitoring queries, such as finding surprising levels of a data stream, detecting bursts, and to (2) similarity queries, such as detecting correlations and finding patterns. The most important aspect of these tasks is their need for flexible query lengths, i.e., it is difficult to set the appropriate lengths a priori. For example, bursts of events can occur at variable temporal modalities from hours to days to weeks. Correlated trends can occur at various temporal scales. The system has to discover interesting behavior online and monitor over flexible window sizes. In this paper, we propose a multi-resolution indexing scheme, which handles variable length queries efficiently. We demonstrate the effectiveness of our framework over existing techniques through an extensive set of experiments." @default.
- W2116713305 created "2016-06-24" @default.
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- W2116713305 date "2005-04-19" @default.
- W2116713305 modified "2023-10-16" @default.
- W2116713305 title "A Unified Framework for Monitoring Data Streams in Real Time" @default.
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- W2116713305 doi "https://doi.org/10.1109/icde.2005.13" @default.
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