Digital Library of Zielona Góra contains 9 272 digital objects
Object
Title: CCR: A combined cleaning and resampling algorithm for imbalanced data classification
Contributor:
Stefanowski, Jerzy - ed. ; Krawiec, Krzysztof - ed. ; Wrembel, Robert - ed.
Subtitle:
Group publication title:
Abstract:
Imbalanced data classification is one of the most widespread challenges in contemporary pattern recognition. Varying levels of imbalance may be observed in most real datasets, affecting the performance of classification algorithms. Particularly, high levels of imbalance make serious difficulties, often requiring the use of specially designed methods. In such cases the most important issue is often to properly detect minority examples, but at the same time the performance on the majority class cannot be neglected. ; In this paper we describe a novel resampling technique focused on proper detection of minority examples in a two-class imbalanced data task. The proposed method combines cleaning the decision border around minority objects with guided synthetic oversampling. Results of the conducted experimental study indicate that the proposed algorithm usually outperforms the conventional oversampling approaches, especially when the detection of minority examples is considered.
Publisher:
Zielona Góra: Uniwersytet Zielonogórski
Resource Identifier:
DOI:
Pages:
Source:
AMCS, volume 27, number 4 (2017) ; click here to follow the link
Language:
License CC BY 4.0:
Rights:
Biblioteka Uniwersytetu Zielonogórskiego
Object collections:
- Repository > Faculties > Faculty of Computer, Electrical and Control Engineering
- Repository > Types of work > Articles
- Repository > Scientific journals and UZ publishing series > International Journal of Applied Mathematics and Computer Science (AMCS) > International Journal of Applied Mathematics and Computer Science (AMCS) (2017)
Last modified:
Jul 14, 2025
In our library since:
Jul 7, 2025
Number of object content hits:
22
All available object's versions:
https://zbc.uz.zgora.pl/repozytorium/publication/100712
Show description in RDF format:
Show description in OAI-PMH format:
-
-
-
-
-
-
-
-
-
-
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 27, number 1 (2017)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 27, number 2 (2017)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 27, number 3 (2017)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 27, number 4 (2017)
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
| Edition name | Date |
|---|---|
| CCR: A combined cleaning and resampling algorithm for imbalanced data classification | Jul 14, 2025 |
Objects Similar
Zhou, Qian Sun, Bo Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
Blachnik, Marcin Gamper, Johann - ed. Wrembel, Robert - ed.
Ramakrishnan, Anandkumar Ramalingam, Rajakumar Ramalingam, Padmanaban Ravi, Vinayakumar Alahmadi, Tahani Jaser Maidin, Siti Sarah Woźniak, Marcin - ed. Kumar, Yogesh - ed. Ijaz, Muhammad Fazal - ed.
Awais, Muhammad Akram, Tallha Alasiry, Areej Marzougui, Mehrez Park, Jongwoon Chang, Byoungchol Woźniak, Marcin - ed. Kumar, Yogesh - ed. Ijaz, Muhammad Fazal - ed.
Kajdanowicz, Tomasz Kazienko, Przemysław Cordón, Oskar - ed. Kazienko, Przemysław - ed.
Tenne, Yoel Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
Janicka, Małgorzata Lango, Mateusz Stefanowski, Jerzy Clempner, Julio B. - ed. Ikonen, Enso - ed. Kurdyukov, Alexander P. - ed.
Żelasko, Dariusz Pławiak, Paweł Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
