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2006 IEEE/WIC/ACM International Conference on Web Intelligence (WI'06)
A Data Complexity Analysis on Imbalanced Datasets and an Alternative Imbalance Recovering Strategy
Hong Kong, China
December 18-December 22
ISBN: 0-7695-2747-7
| ASCII Text | x | ||
| Cheng G. Weng, Josiah Poon, "A Data Complexity Analysis on Imbalanced Datasets and an Alternative Imbalance Recovering Strategy," Web Intelligence, IEEE / WIC / ACM International Conference on, pp. 270-276, 2006 IEEE/WIC/ACM International Conference on Web Intelligence (WI'06), 2006. | |||
| BibTex | x | ||
| @article{ 10.1109/WI.2006.9, author = {Cheng G. Weng and Josiah Poon}, title = {A Data Complexity Analysis on Imbalanced Datasets and an Alternative Imbalance Recovering Strategy}, journal ={Web Intelligence, IEEE / WIC / ACM International Conference on}, volume = {0}, year = {2006}, isbn = {0-7695-2747-7}, pages = {270-276}, doi = {http://doi.ieeecomputersociety.org/10.1109/WI.2006.9}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, } | |||
| RefWorks Procite/RefMan/Endnote | x | ||
| TY - CONF JO - Web Intelligence, IEEE / WIC / ACM International Conference on TI - A Data Complexity Analysis on Imbalanced Datasets and an Alternative Imbalance Recovering Strategy SN - 0-7695-2747-7 SP270 EP276 A1 - Cheng G. Weng, A1 - Josiah Poon, PY - 2006 KW - null VL - 0 JA - Web Intelligence, IEEE / WIC / ACM International Conference on ER - | |||
DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/WI.2006.9
The imbalance dataset problem arises in many domains, such as web page search, scam sites detection. In this paper, we propose an alternative re-sampling approach to deal with imbalance datasets. We demonstrate this approach with a concrete implementation and it has shown promising results when compared to other standard approaches that deals with imbalance dataset. We have also performed an analysis of the data complexity to help understand imbalanced dataset, which has also shown to be a promising approach.
Citation:
Cheng G. Weng, Josiah Poon, "A Data Complexity Analysis on Imbalanced Datasets and an Alternative Imbalance Recovering Strategy," wi, pp.270-276, 2006 IEEE/WIC/ACM International Conference on Web Intelligence (WI'06), 2006
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