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» Anomaly Detection Using Visualization and Machine Learning
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109
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ICML
2003
IEEE
16 years 3 months ago
Bayesian Network Anomaly Pattern Detection for Disease Outbreaks
Weng-Keen Wong, Andrew W. Moore, Gregory F. Cooper...
135
Voted
ICDM
2010
IEEE
168views Data Mining» more  ICDM 2010»
15 years 5 days ago
Anomaly Detection Using an Ensemble of Feature Models
We present a new approach to semi-supervised anomaly detection. Given a set of training examples believed to come from the same distribution or class, the task is to learn a model ...
Keith Noto, Carla E. Brodley, Donna K. Slonim
117
Voted
NIPS
2004
15 years 3 months ago
Active Learning for Anomaly and Rare-Category Detection
We introduce a novel active-learning scenario in which a user wants to work with a learning algorithm to identify useful anomalies. These are distinguished from the traditional st...
Dan Pelleg, Andrew W. Moore
101
Voted
PAKDD
2005
ACM
133views Data Mining» more  PAKDD 2005»
15 years 7 months ago
An Anomaly Detection Method for Spacecraft Using Relevance Vector Learning
This paper proposes a novel anomaly detection system for spacecrafts based on data mining techniques. It constructs a nonlinear probabilistic model w.r.t. behavior of a spacecraft ...
Ryohei Fujimaki, Takehisa Yairi, Kazuo Machida
149
Voted
KDD
2008
ACM
195views Data Mining» more  KDD 2008»
16 years 2 months ago
Anomaly pattern detection in categorical datasets
We propose a new method for detecting patterns of anomalies in categorical datasets. We assume that anomalies are generated by some underlying process which affects only a particu...
Kaustav Das, Jeff G. Schneider, Daniel B. Neill