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107
Voted
ML
2006
ACM
15 years 2 months ago
Relational IBL in classical music
It is well known that many hard tasks considered in machine learning and data mining can be solved in a rather simple and robust way with an instanceand distance-based approach. In...
Asmir Tobudic, Gerhard Widmer
114
Voted
ICDM
2006
IEEE
182views Data Mining» more  ICDM 2006»
15 years 8 months ago
Active Learning to Maximize Area Under the ROC Curve
In active learning, a machine learning algorithm is given an unlabeled set of examples U, and is allowed to request labels for a relatively small subset of U to use for training. ...
Matt Culver, Kun Deng, Stephen D. Scott
127
Voted
KDD
2002
ACM
160views Data Mining» more  KDD 2002»
16 years 3 months ago
Scaling multi-class support vector machines using inter-class confusion
Support vector machines (SVMs) excel at two-class discriminative learning problems. They often outperform generative classifiers, especially those that use inaccurate generative m...
Shantanu Godbole, Sunita Sarawagi, Soumen Chakraba...
79
Voted
PKDD
2004
Springer
86views Data Mining» more  PKDD 2004»
15 years 8 months ago
Real-World Learning with Markov Logic Networks
Pedro Domingos
135
Voted
ICANN
2009
Springer
15 years 6 months ago
Profiling of Mass Spectrometry Data for Ovarian Cancer Detection Using Negative Correlation Learning
This paper proposes a novel Mass Spectrometry data profiling method for ovarian cancer detection based on negative correlation learning (NCL). A modified Smoothed Nonlinear Energy ...
Shan He, Huanhuan Chen, Xiaoli Li, Xin Yao