stream-package: stream: Infrastructure for Data Stream Mining

stream-packageR Documentation

stream: Infrastructure for Data Stream Mining

Description

A framework for data stream modeling and associated data mining tasks such as clustering and classification. The development of this package was supported in part by NSF IIS-0948893, NSF CMMI 1728612, and NIH R21HG005912. Hahsler et al (2017) \Sexpr[results=rd]{tools:::Rd_expr_doi("10.18637/jss.v076.i14")}.

Key Classes

  • DSD Data stream data and DSF data stream filter to transform data streams in flight.

  • DST Data stream mining tasks:

    • DSAggregate Data stream aggregator

    • DSC Data stream clustering

    • DSClassifier Data stream classifiers

    • DSOutlier Data stream outlier detectors

    • DSRegressor Data stream regressors

Author(s)

Maintainer: Michael Hahsler mhahsler@lyle.smu.edu (ORCID) [copyright holder]

Other contributors:

  • Matthew Bolaños [contributor]

  • John Forrest [contributor]

  • Matthias Carnein [contributor]

  • Dennis Assenmacher [contributor]

  • Dalibor Krleža [contributor]

See Also

Useful links:


stream documentation built on May 29, 2024, 9:43 a.m.