An Examination of Multivariate Time Series Hashing with Applications to Health Care

@article{Kale2014AnEO,
  title={An Examination of Multivariate Time Series Hashing with Applications to Health Care},
  author={David C. Kale and Dian Gong and Zhengping Che and Y. Liu and G. Medioni and R. Wetzel and Patrick Ross},
  journal={2014 IEEE International Conference on Data Mining},
  year={2014},
  pages={260-269}
}
As large-scale multivariate time series data become increasingly common in application domains, such as health care and traffic analysis, researchers are challenged to build efficient tools to analyze it and provide useful insights. [...] Key Result Experiment results on three large-scale clinical data sets demonstrate the effectiveness of the proposed approach.Expand
29 Citations
Physiological time series retrieval and prediction with locality-sensitive hashing
  • 1
  • PDF
Fast network discovery on sequence data via time-aware hashing
  • 1
  • PDF
Scalable Hashing-Based Network Discovery
  • 16
  • PDF
Analysis of locality-sensitive hashing for fast critical event prediction on physiological time series
  • Y. Kim, Una-May O’Reilly
  • Computer Science, Medicine
  • 2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)
  • 2016
  • 5
  • PDF
DECADE : A Deep Metric Learning Model for Multivariate Time Series
  • 14
  • PDF
...
1
2
3
...

References

SHOWING 1-10 OF 42 REFERENCES
Rotation-invariant similarity in time series using bag-of-patterns representation
  • 209
  • PDF
Searching and Mining Trillions of Time Series Subsequences under Dynamic Time Warping
  • 708
  • PDF
Experiencing SAX: a novel symbolic representation of time series
  • 1,189
  • PDF
On the Need for Time Series Data Mining Benchmarks: A Survey and Empirical Demonstration
  • 1,174
  • PDF
Unsupervised pattern discovery in electronic health care data using probabilistic clustering models
  • 134
  • PDF
iSAX: indexing and mining terabyte sized time series
  • 323
  • PDF
Kernelized Locality-Sensitive Hashing
  • B. Kulis, K. Grauman
  • Mathematics, Medicine
  • IEEE Transactions on Pattern Analysis and Machine Intelligence
  • 2012
  • 314
  • Highly Influential
  • PDF
Exact Indexing of Dynamic Time Warping
  • 998
  • PDF
Similarity-based searching in multi-parameter time series databases
  • 26
  • PDF
Similarity Search in High Dimensions via Hashing
  • 3,254
  • Highly Influential
  • PDF
...
1
2
3
4
5
...