A unified framework for monitoring data streams in real time

  title={A unified framework for monitoring data streams in real time},
  author={Ahmet Bulut and Ambuj K. Singh},
  journal={21st International Conference on Data Engineering (ICDE'05)},
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… CONTINUE READING
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