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SDM
2008
SIAM
177views Data Mining» more  SDM 2008»
15 years 8 months ago
Roughly Balanced Bagging for Imbalanced Data
Imbalanced class problems appear in many real applications of classification learning. We propose a novel sampling method to improve bagging for data sets with skewed class distri...
Shohei Hido, Hisashi Kashima
MEDINFO
2007
137views Healthcare» more  MEDINFO 2007»
15 years 8 months ago
How do Clinicians Search For and Access Biomedical Literature to Answer Clinical Questions?
This paper presents a retrospective data analysis on how 75 clinicians searched for and accessed biomedical literature from an online information retrieval system to answer six cl...
Annie Y. S. Lau, Enrico W. Coiera
MOBIMEDIA
2007
15 years 8 months ago
Bayesian memory-based reputation system
Reputation System provides a way to maintain trust through social control by utilizing feedbacks about the service providers’ past behaviors. Conventional Memory-based Reputatio...
Weiwei Yuan, Donghai Guan, Sungyoung Lee, Young-Ko...
NIPS
2007
15 years 8 months ago
Multi-Task Learning via Conic Programming
When we have several related tasks, solving them simultaneously is shown to be more effective than solving them individually. This approach is called multi-task learning (MTL) and...
Tsuyoshi Kato, Hisashi Kashima, Masashi Sugiyama, ...
NIPS
2007
15 years 8 months ago
Near-Maximum Entropy Models for Binary Neural Representations of Natural Images
Maximum entropy analysis of binary variables provides an elegant way for studying the role of pairwise correlations in neural populations. Unfortunately, these approaches suffer f...
Matthias Bethge, Philipp Berens