Ensemble Dynamics in Non-stationary Data Stream Classification

Hossein Ghomeshi; Mohamed Medhat Gaber; Yevgeniya Kovalchuk

doi:10.1007/978-3-319-89803-2_6

Ensemble Dynamics in Non-stationary Data Stream Classification

Hossein Ghomeshi, Mohamed Medhat Gaber, Yevgeniya Kovalchuk

Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

7 Citations (SciVal)

Original language	English
Title of host publication	Learning from Data Streams in Evolving Environments
Publisher	Springer
Pages	123-153
Number of pages	31
DOIs	https://doi.org/10.1007/978-3-319-89803-2_6
Publication status	Published (VoR) - 16 Jan 2018

Publication series

Name	Studies in Big Data
Volume	41
ISSN (Print)	2197-6503
ISSN (Electronic)	2197-6511

Keywords

ADWIN Bagging
Concept Drift
Data Stream Classification
Dynamic Weighted Majority (DWM)
Forest Cover Type Data Set

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10.1007/978-3-319-89803-2_6

http://www.open-access.bcu.ac.uk/6560/

Cite this

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title = "Ensemble Dynamics in Non-stationary Data Stream Classification",

keywords = "ADWIN Bagging, Concept Drift, Data Stream Classification, Dynamic Weighted Majority (DWM), Forest Cover Type Data Set",

author = "Hossein Ghomeshi and Gaber, {Mohamed Medhat} and Yevgeniya Kovalchuk",

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T1 - Ensemble Dynamics in Non-stationary Data Stream Classification

AU - Ghomeshi, Hossein

AU - Gaber, Mohamed Medhat

AU - Kovalchuk, Yevgeniya

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KW - Data Stream Classification

KW - Dynamic Weighted Majority (DWM)

KW - Forest Cover Type Data Set

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Ensemble Dynamics in Non-stationary Data Stream Classification

Publication series

Keywords

Access to Document

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