Real-Time Classification of Streaming Sensor Data. Kasetty, S., Stafford, C., Walker, G. P., Wang, X., & Keogh, E. In Proceedings - International Conference on Tools with Artificial Intelligence, ICTAI, volume 1, pages 149–156.
doi  abstract   bibtex   
The last decade has seen a huge interest in classification of time series. Most of this work assumes that the data resides in main memory and is processed offline. However, recent advances in sensor technologies require resource-efficient algorithms that can be implemented directly on the sensors as real-time algorithms. We show how a recently introduced framework for time series classification, time series bitmaps, can be implemented as efficient classifiers which can be updated in constant time and space in the face of very high data arrival rates. We describe results from a case study of an important entomological problem, and further demonstrate the generality of our ideas with an example from robotics.
@inproceedings{kasettyRealtimeClassificationStreaming2008,
  title = {Real-Time Classification of Streaming Sensor Data},
  volume = {1},
  isbn = {978-0-7695-3440-4},
  doi = {10.1109/ICTAI.2008.143},
  abstract = {The last decade has seen a huge interest in classification of time series. Most of this work assumes that the data resides in main memory and is processed offline. However, recent advances in sensor technologies require resource-efficient algorithms that can be implemented directly on the sensors as real-time algorithms. We show how a recently introduced framework for time series classification, time series bitmaps, can be implemented as efficient classifiers which can be updated in constant time and space in the face of very high data arrival rates. We describe results from a case study of an important entomological problem, and further demonstrate the generality of our ideas with an example from robotics.},
  booktitle = {Proceedings - {{International Conference}} on {{Tools}} with {{Artificial Intelligence}}, {{ICTAI}}},
  date = {2008},
  pages = {149--156},
  author = {Kasetty, Shashwati and Stafford, Candice and Walker, Gregory P. and Wang, Xiaoyue and Keogh, Eamonn},
  file = {/home/dimitri/Nextcloud/Zotero/storage/V6Y2MDRI/Kasetty et al. - 2008 - Real-time classification of streaming sensor data.pdf}
}
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