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High performance discovery in time series : techniques and case studies /

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Time-series datadata arriving in time order, or a data streamcan be found in fields such as physics, finance, music, networking, and medical instrumentation. Designing fast, scalable algorithms for analyzing single or multiple time series can lead to scientific discoveries, medical diagnoses, and pe...

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Bibliographic Details
Main Author: Shasha, Dennis Elliott
Corporate Author: SpringerLink (Online service)
Other Authors: Zhu, Yunyue
Format: eBook
Language:English
Published: New York : Springer, [2004]
Series:Monographs in computer science.
Subjects:
Time-series analysis.
Tijdreeksen.
Algorithmus.
Zeitreihenanalyse.
Electronic books.
Online Access:Connect to the full text of this electronic book
Table of Contents:
  • Part I. Review of techniques
  • 1. Time series preliminaries
  • 2. Data reduction and transformation techniques
  • 3. Indexing methods
  • 4. Flexible similarity search
  • Part II. Case studies
  • 5. StatStream
  • 6. Query by humming
  • 7. Elastic burst detection
  • 8. A call to exploration.