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Page Revision: 2012/10/12 18:48
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Book Chapter
Zhi-Hua Zhou and
Yang Yu
.
The AdaBoost algorithm
. In: X. Wu and V. Kumar eds.
The Top Ten Algorithms in Data Mining
, Boca Raton, FL: Chapman & Hall, 2009. (
PDF
)
Journal Articles
Yang Yu
and Zhi-Hua Zhou.
A framework for modeling positive class expansion with single snapshot
.
Knowledge and Information Systems
, 2010, 25(2):211-227. (Extended from PAKDD'08) (
PDF
) (
slides
) (
code&data
)
Fei Tony Liu, Kai Ming Ting,
Yang Yu
, and Zhi-Hua Zhou .
Spectrum of variable-random trees
.
Journal of Artificial Intelligence Research
, 2008, 32:355-384. (
PDF
)
Yang Yu
, De-Chuan. Zhan, Xu-Ying Liu, Ming Li, and Zhi-Hua Zhou.
Predicting future customers via ensembling gradually expanded trees
.
International Journal of Data Warehousing and Mining
, 2007 3(2): 12-21.
(Invited paper for the PAKDD'06 Data Mining Competition (Open Category) Grand Champion Team)
(
PDF
)
Zhi-Hua Zhou and
Yang Yu
.
Ensembling local learners through multi-modal perturbation
.
IEEE Transactions on System, Man, And Cybernetics - Part B: Cybernetics
, 2005, 35(4): 725-735. (
PDF
) (
code
)
Zhi-Hua Zhou and
Yang Yu
.
Adapt bagging to nearest neighbor classifiers
.
Journal of Computer Science and Technology
, 2005, vol.20, no.1 pp.48-54. (
PDF
) (
detailed result
)
Conference Papers
Nan Li,
Yang Yu
, and Zhi-Hua Zhou.
Diversity Regularized Ensemble Pruning
. In:
Proceedings of the 23rd European Conference on Machine Learning (ECML'12)
, Bristol, U.K., 2012. (
PDF
) (
code
)
Sheng-Jun Huang,
Yang Yu
, and Zhi-Hua Zhou.
Multi-label hypothesis reuse
. In:
Proceedings of the 18th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD'12)
, Beijing, China, 2012. (
PDF
) (
code
)
(The poster presentation won the Best Poster Award at KDD'12)
Sheng-Jun Huang,
Yang Yu
and Zhi-Hua Zhou,
Multi-label boosting via hypothesis reuse
. In:
Proceedings of NIPS Workshop on Chanllenges in Learning Hierarchical Models: Transfer Learning and Optimization
, Granada, Spain 2011.
Yang Yu
, Yu-Feng Li, and Zhi-Hua Zhou.
Diversity Regularized Machine
In:
Proceedings of the 22nd International Joint Conference on Artificial Intelligence (IJCAI'11)
, Barcelona, Spain, 2011, pp. 1603-1608. (
PDF
) (
code
)
Nan Li,
Yang Yu
, and Zhi-Hua Zhou.
Semi-naive exploitation of one-dependence estimators
. In:
Proceedings of the 9th IEEE International Conference on Data Mining (ICDM'09)
, Miami, FL, 2009, pp.278-287. (
PDF
)
Yang Yu
and Zhi-Hua Zhou.
A framework for modeling positive class expansion with single snapshot
. In:
Proceedings of the 12th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD'08)
, Osaka, Japan, LNAI 5012, 2008, pp.429-440. (
PDF
) (
slides
)
(This paper won the Best Paper Award at PAKDD'08)
Li-Ping Liu,
Yang Yu
, Yuan Jiang, and Zhi-Hua Zhou.
TEFE: A Time-Efficient Approach to Feature Extraction
. In:
Proceedings of the 8th IEEE International Conference on Data Mining (ICDM'08)
, Pisa, Italy, 2008, pp.423-432. (
PDF
)
Yang Yu
, Zhi-Hua Zhou, and Kai Ming Ting.
Cocktail ensemble for regression
. In:
Proceedings of the 7th IEEE International Conference on Data Mining (ICDM'07)
, Omaha, NE, 2007, pp.721-726. (
PDF
)
Thesis
Yang Yu
.
Local Validity Based Selective Ensemble of Decision Trees
. B.Sc. Thesis, 2004. (in Chinese with English abstract) (
PDF
)
The end