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2000 | OriginalPaper | Buchkapitel

A fast algorithm for highly robust regression in data mining

verfasst von : Peter J. Rousseeuw, Katrien Van Driessen

Erschienen in: COMPSTAT

Verlag: Physica-Verlag HD

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Data mining aims to extract previously unknown patterns or substructures from large databases. In statistics, this is what robust estimation and outlier detection were constructed for, see e.g. Rousseeuw and Leroy (1987). Our goal is to construct algorithms which allow us to compute robust results in a data mining context. Such algorithms thus need to be fast, and able to deal with large data sets.

Metadaten
Titel
A fast algorithm for highly robust regression in data mining
verfasst von
Peter J. Rousseeuw
Katrien Van Driessen
Copyright-Jahr
2000
Verlag
Physica-Verlag HD
DOI
https://doi.org/10.1007/978-3-642-57678-2_57