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AIR
2004
113views more  AIR 2004»
15 years 2 months ago
Class Noise vs. Attribute Noise: A Quantitative Study
Real-world data is never perfect and can often suffer from corruptions (noise) that may impact interpretations of the data, models created from the data and decisions made based on...
Xingquan Zhu, Xindong Wu
107
Voted
ICML
2003
IEEE
16 years 3 months ago
Eliminating Class Noise in Large Datasets
Xingquan Zhu, Xindong Wu, Qijun Chen
91
Voted
ICML
2009
IEEE
16 years 3 months ago
Regression by dependence minimization and its application to causal inference in additive noise models
Bernhard Schölkopf, Dominik Janzing, Jonas Pe...
127
Voted
EPIA
2007
Springer
15 years 8 months ago
Generalization and Transfer Learning in Noise-Affected Robot Navigation Tasks
Abstract. When a robot learns to solve a goal-directed navigation task with reinforcement learning, the acquired strategy can usually exclusively be applied to the task that has be...
Lutz Frommberger
116
Voted
CBMS
2006
IEEE
15 years 8 months ago
Class Noise and Supervised Learning in Medical Domains: The Effect of Feature Extraction
Inductive learning systems have been successfully applied in a number of medical domains. It is generally accepted that the highest accuracy results that an inductive learning sys...
Mykola Pechenizkiy, Alexey Tsymbal, Seppo Puuronen...