JMLR Workshop and Conference Proceedings: Volume 7

Proceedings of KDD-Cup 2009 competition
June 28, 2009, Paris, France


Editors: Gideon Dror, Marc Boullé, Isabelle Guyon, Vincent Lemaire, David Vogel.
KDD 2009 logo
Supplemental material (datasets, fact sheets)

Analysis of the KDD Cup 2009: Fast Scoring on a Large Orange Customer Database
Isabelle Guyon, Vincent Lemaire, Marc Boullé, Gideon Dror and David Vogel; 7: 1-22, 2009.
[abs] [pdf]

Winning the KDD Cup Orange Challenge with Ensemble Selection
Alexandru Niculescu-Mizil, Claudia Perlich, Grzegorz Swirszcz, Vikas Sindhwani, Yan Liu, Prem Melville, Dong Wang, Jing Xiao, Jianying Hu, Moninder Singh, Wei Xiong Shang and Yan Feng Zhu ; 7: 23-34, 2009.
[abs] [pdf]

A Combination of Boosting and Bagging for KDD Cup 2009 - Fast Scoring on a Large Database
Jianjun Xie, Viktoria Rojkova, Siddharth Pal and Stephen Coggeshall ; 7: 35-43, 2009.
[abs] [pdf]

Predicting customer behaviour: The University of Melbourne's KDD Cup report
Hugh Miller, Sandy Clarke, Stephen Lane, Andrew Lonie, David Lazaridis, Slave Petrovski and Owen Jones; 7: 45-55, 2009.
[abs] [pdf]

An Ensemble of Three Classifiers for KDD Cup 2009: Expanded Linear Model, Heterogeneous Boosting, and Selective Naive Bayes
Hung-Yi Lo, Kai-Wei Chang, Shang-Tse Chen, Tsung-Hsien Chiang, Chun- Sung Ferng, Cho-Jui Hsieh, Yi-Kuang Ko, Tsung-Ting Kuo, Hung-Che Lai, Ken-Yi Lin, Chia-Hsuan Wang, Hsiang-Fu Yu, Chih-Jen Lin, Hsuan-Tien Lin and Shou-de Lin ; 7: 57-64, 2009.
[abs] [pdf]
KDD Cup 2009 @ Budapest: feature partitioning and boosting
Miklós Kurucz, Dávid Siklósi, István Bíró, Péter Csizsek, Zsolt Fekete, Róbert Iwatt, Tamás Kiss and Adrienn Szabó ; 7: 65-75, 2009.
[abs] [pdf]
Logistic Model Trees with AUC Split Criterion for the KDD Cup 2009 Small Challenge
Patrick Doetsch, Christian Buck, Pavlo Golik, Niklas Hoppe, Michael Kramp, Johannes Laudenberg, Christian Oberdörfer, Pascal Steingrube, Jens Forster and Arne Mauser ; 7: 77-88, 2009.
[abs] [pdf]
Classification of Imbalanced Marketing Data with Balanced Random Sets
Vladimir Nikulin and Geoffrey J. McLachlan ; 7: 89-100, 2009.
[abs] [pdf]

Application of Additive Groves Ensemble with Multiple Counts Feature Evaluation to KDD Cup'09 Small Data Set
Daria Sorokina; 7: 101-109, 2009.
[abs] [pdf]

Accelerating AdaBoost using UCB
Róbert Busa-Fekete and Balázs Kégl ; 7: 111-122, 2009.
[abs] [pdf]




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