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ICDM
2008
IEEE
142views Data Mining» more  ICDM 2008»
15 years 9 months ago
Clustering Events on Streams Using Complex Context Information
Monitoring applications play an increasingly important role in many domains. They detect events in monitored systems and take actions such as invoke a program or notify an adminis...
YongChul Kwon, Wing Yee Lee, Magdalena Balazinska,...
129
Voted
JMLR
2010
136views more  JMLR 2010»
14 years 9 months ago
Reducing Label Complexity by Learning From Bags
We consider a supervised learning setting in which the main cost of learning is the number of training labels and one can obtain a single label for a bag of examples, indicating o...
Sivan Sabato, Nathan Srebro, Naftali Tishby
SGAI
2009
Springer
15 years 9 months ago
Leveraging Sub-class Partition Information in Binary Classification and Its Application
Sub-class partition information within positive and negative classes is often ignored by a binary classifier, even when these detailed background information is available at hand. ...
Baoli Li, Carl Vogel
126
Voted
ILP
2000
Springer
15 years 6 months ago
Decomposing Probability Distributions on Structured Individuals
Naive Bayesian classifiers have been very successful in attribute-value representations. However, it is not clear how the decomposition of the probability distributions on attribu...
Peter A. Flach, Nicolas Lachiche
128
Voted
ICPR
2010
IEEE
15 years 17 days ago
Multi-class Graph Boosting with Subgraph Sharing for Object Recognition
In this paper, we propose a novel multi-class graph boosting algorithm to recognize different visual objects. The proposed method treats subgraph as feature to construct base clas...
Bang Zhang, Getian Ye, Yang Wang 0002, Wei Wang, J...