The impact of data difficulty factors on classification of imbalanced and concept drifting data streams

Dariusz Brzeziński; Leandro L. Minku; Tomasz Pewiński; Jerzy Stefanowski; Artur Szumaczuk

doi:10.1007/s10115-021-01560-w

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Title

The impact of data difficulty factors on classification of imbalanced and concept drifting data streams

Authors

Dariusz Brzeziński (WIiT) ^{[ 1 ][ 2.3 ][ P ]}
Leandro L. Minku
Tomasz Pewiński (WIiT) ^{[ 1 ][ S ]}
Jerzy Stefanowski (WIiT) ^{[ 1 ][ 2.3 ][ P ]}
Artur Szumaczuk (WIiT) ^{[ 1 ][ S ]}

^{[ 1 ]} Instytut Informatyki, Wydział Informatyki i Telekomunikacji, Politechnika Poznańska | ^{[ P ]} employee | ^{[ S ]} student

Scientific discipline (Law 2.0)

[2.3] Information and communication technology

Year of publication

2021

Published in

Knowledge and Information Systems

Journal year: 2021 | Journal volume: vol. 63 | Journal number: iss. 7

Article type

scientific article

Publication language

english

Keywords

EN

class imbalance
concept drift
data difficulty factors
drift categorization
stream classification

Date of online publication

01.04.2021

Pages (from - to)

1429 - 1469

DOI

10.1007/s10115-021-01560-w

URL

https://link.springer.com/article/10.1007/s10115-021-01560-w

License type

CC BY (attribution alone)

Open Access Mode

czasopismo hybrydowe - umowa transformacyjna

Open Access Text Version

final published version

Date of Open Access to the publication

in press

Ministry points / journal

100

Ministry points / journal in years 2017-2021

100

Impact Factor

2,531

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