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Evaluation methods and decision theory for classification of streaming data with temporal dependence

Evaluation methods and decision theory for classification of streaming data with temporal dependence

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_miscellaneous_1669874132

Evaluation methods and decision theory for classification of streaming data with temporal dependence

About this item

Full title

Evaluation methods and decision theory for classification of streaming data with temporal dependence

Publisher

New York: Springer US

Journal title

Machine learning, 2015-03, Vol.98 (3), p.455-482

Language

English

Formats

Publication information

Publisher

New York: Springer US

More information

Scope and Contents

Contents

Predictive modeling on data streams plays an important role in modern data analysis, where data arrives continuously and needs to be mined in real time. In the stream setting the data distribution is often evolving over time, and models that update themselves during operation are becoming the state-of-the-art. This paper formalizes a learning and e...

Alternative Titles

Full title

Evaluation methods and decision theory for classification of streaming data with temporal dependence

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_proquest_miscellaneous_1669874132

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_miscellaneous_1669874132

Other Identifiers

ISSN

0885-6125

E-ISSN

1573-0565

DOI

10.1007/s10994-014-5441-4

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