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» Overlap versus Imbalance
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AI
2010
Springer
13 years 10 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
13 years 10 months ago
Class Imbalances versus Class Overlapping: An Analysis of a Learning System Behavior
Ronaldo C. Prati, Gustavo E. A. P. A. Batista, Mar...
ICRA
2010
IEEE
158views Robotics» more  ICRA 2010»
13 years 3 months 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»
13 years 5 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