An imbalanced data classification method based on automatic clustering under-sampling

Xiaoheng Deng; Weijian Zhong; Ju Ren; Detian Zeng; Honggang Zhang

doi:10.1109/PCCC.2016.7820640

An imbalanced data classification method based on automatic clustering under-sampling

Xiaoheng Deng
, Weijian Zhong
, Ju Ren
, Detian Zeng
, Honggang Zhang

Engineering

Central South University

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	2016 IEEE 35th International Performance Computing and Communications Conference, IPCCC 2016
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781509052523
DOIs	https://doi.org/10.1109/PCCC.2016.7820640
State	Published - Jan 17 2017
Event	35th IEEE International Performance Computing and Communications Conference, IPCCC 2016 - Las Vegas, United States Duration: Dec 9 2016 → Dec 11 2016

Publication series

Name	2016 IEEE 35th International Performance Computing and Communications Conference, IPCCC 2016

Conference

Conference	35th IEEE International Performance Computing and Communications Conference, IPCCC 2016
Country/Territory	United States
City	Las Vegas
Period	12/9/16 → 12/11/16

ASJC Scopus Subject Areas

Computer Networks and Communications
Computer Science Applications
Hardware and Architecture

Keywords

Boosting
Class distribution
Classification
Ensemble
Imbalanced datasets

Access to Document

10.1109/PCCC.2016.7820640

Cite this

Deng, X., Zhong, W., Ren, J., Zeng, D., & Zhang, H. (2017). An imbalanced data classification method based on automatic clustering under-sampling. In 2016 IEEE 35th International Performance Computing and Communications Conference, IPCCC 2016 Article 7820640 (2016 IEEE 35th International Performance Computing and Communications Conference, IPCCC 2016). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/PCCC.2016.7820640

An imbalanced data classification method based on automatic clustering under-sampling. / Deng, Xiaoheng; Zhong, Weijian; Ren, Ju et al.
2016 IEEE 35th International Performance Computing and Communications Conference, IPCCC 2016. Institute of Electrical and Electronics Engineers Inc., 2017. 7820640 (2016 IEEE 35th International Performance Computing and Communications Conference, IPCCC 2016).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Deng, X, Zhong, W, Ren, J, Zeng, D & Zhang, H 2017, An imbalanced data classification method based on automatic clustering under-sampling. in 2016 IEEE 35th International Performance Computing and Communications Conference, IPCCC 2016., 7820640, 2016 IEEE 35th International Performance Computing and Communications Conference, IPCCC 2016, Institute of Electrical and Electronics Engineers Inc., 35th IEEE International Performance Computing and Communications Conference, IPCCC 2016, Las Vegas, United States, 12/9/16. https://doi.org/10.1109/PCCC.2016.7820640

Deng X, Zhong W, Ren J, Zeng D, Zhang H. An imbalanced data classification method based on automatic clustering under-sampling. In 2016 IEEE 35th International Performance Computing and Communications Conference, IPCCC 2016. Institute of Electrical and Electronics Engineers Inc. 2017. 7820640. (2016 IEEE 35th International Performance Computing and Communications Conference, IPCCC 2016). doi: 10.1109/PCCC.2016.7820640

Deng, Xiaoheng ; Zhong, Weijian ; Ren, Ju et al. / An imbalanced data classification method based on automatic clustering under-sampling. 2016 IEEE 35th International Performance Computing and Communications Conference, IPCCC 2016. Institute of Electrical and Electronics Engineers Inc., 2017. (2016 IEEE 35th International Performance Computing and Communications Conference, IPCCC 2016).

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keywords = "Boosting, Class distribution, Classification, Ensemble, Imbalanced datasets",

author = "Xiaoheng Deng and Weijian Zhong and Ju Ren and Detian Zeng and Honggang Zhang",

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AU - Zeng, Detian

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PY - 2017/1/17

Y1 - 2017/1/17

KW - Boosting

KW - Class distribution

KW - Classification

KW - Ensemble

KW - Imbalanced datasets

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T3 - 2016 IEEE 35th International Performance Computing and Communications Conference, IPCCC 2016

BT - 2016 IEEE 35th International Performance Computing and Communications Conference, IPCCC 2016

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An imbalanced data classification method based on automatic clustering under-sampling

Publication series

Conference

ASJC Scopus Subject Areas

Keywords

Access to Document

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Cite this