Coresets for k-Segmentation of Streaming Data

Life-logging video streams, financial time series, and Twitter tweets are a few examples of high-dimensional signals over practically unbounded time. We consider the problem of computing optimal segmentation of such signals by k-piecewise linear function, using only one pass over the data by maintai...

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Bibliographic Details
Main Authors: Rosman, Guy, Volkov, Mikhail, Feldman, Dan, Fisher III, John W., Rus, Daniela L.
Other Authors: Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory
Format: Article
Language:en_US
Published: Neural Information Processing Systems Foundation 2016
Online Access:http://hdl.handle.net/1721.1/101037
https://orcid.org/0000-0003-4844-3495
https://orcid.org/0000-0001-5473-3566
https://orcid.org/0000-0001-9632-754X
https://orcid.org/0000-0002-9334-1706