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» Overlap versus Imbalance
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104
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AI
2010
Springer
15 years 6 months ago
Overlap versus Imbalance
Abstract. In this paper we give a systematic analysis of the relationship between imbalance and overlap as factors influencing classifier performance. We demonstrate that these t...
Misha Denil, Thomas P. Trappenberg
MICAI
2004
Springer
15 years 7 months ago
Class Imbalances versus Class Overlapping: An Analysis of a Learning System Behavior
Ronaldo C. Prati, Gustavo E. A. P. A. Batista, Mar...
117
Voted
ICRA
2010
IEEE
158views Robotics» more  ICRA 2010»
15 years 9 days ago
Coping with imbalanced training data for improved terrain prediction in autonomous outdoor robot navigation
Abstract— Autonomous robot navigation in unstructured outdoor environments is a challenging and largely unsolved area of active research. The navigation task requires identifying...
Michael J. Procopio, Jane Mulligan, Gregory Z. Gru...
BMCBI
2006
86views more  BMCBI 2006»
15 years 1 months ago
The impact of sample imbalance on identifying differentially expressed genes
Background: Recently several statistical methods have been proposed to identify genes with differential expression between two conditions. However, very few studies consider the p...
Kun Yang, Jianzhong Li, Hong Gao