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» Breast cancer identification: KDD CUP winner's report
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SIGKDD
2008
93views more  SIGKDD 2008»
13 years 4 months ago
Breast cancer identification: KDD CUP winner's report
We describe the ideas and methodologies that we developed in addressing the KDD Cup 2008 on early breast cancer detection, and discuss how they contributed to our success. The mos...
Claudia Perlich, Prem Melville, Yan Liu 0002, Grze...
SIGKDD
2008
158views more  SIGKDD 2008»
13 years 4 months ago
KDD cup 2008 and the workshop on mining medical data
In this report we summarize the KDD Cup 2008 task, which addressed a problem of early breast cancer detection. We describe the data and the challenges, the results and summarize t...
R. Bharat Rao, Oksana Yakhnenko, Balaji Krishnapur...
SIGKDD
2008
150views more  SIGKDD 2008»
13 years 4 months ago
Learning to improve area-under-FROC for imbalanced medical data classification using an ensemble method
This paper presents our solution for KDD Cup 2008 competition that aims at optimizing the area under ROC for breast cancer detection. We exploited weighted-based classification me...
Hung-Yi Lo, Chun-Min Chang, Tsung-Hsien Chiang, Ch...