Signature-Based Methods for Data Streams View Full Text


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Article Info

DATE

2001-07

AUTHORS

Corinna Cortes, Daryl Pregibon

ABSTRACT

We have been developing signature-based methods in the telecommunications industry for the past 5 years. In this paper, we describe our work as it evolved due to improvements in technology and our aggressive attitude toward scale. We discuss the types of features that our signatures contain, nuances of how these are updated through time, our treatment of outliers, and the trade-off between time-driven and event-driven processing. We provide a number of examples, all drawn from the application of signatures to toll fraud detection. More... »

PAGES

167-182

References to SciGraph publications

Identifiers

URI

http://scigraph.springernature.com/pub.10.1023/a:1011464915332

DOI

http://dx.doi.org/10.1023/a:1011464915332

DIMENSIONS

https://app.dimensions.ai/details/publication/pub.1024629459


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