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» Numbers in Multi-relational Data Mining
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KDD
2009
ACM
173views Data Mining» more  KDD 2009»
16 years 5 months ago
The offset tree for learning with partial labels
We present an algorithm, called the offset tree, for learning in situations where a loss associated with different decisions is not known, but was randomly probed. The algorithm i...
Alina Beygelzimer, John Langford
KDD
2001
ACM
141views Data Mining» more  KDD 2001»
16 years 5 months ago
Induction of semantic classes from natural language text
Many applications dealing with textual information require classification of words into semantic classes (or concepts). However, manually constructing semantic classes is a tediou...
Dekang Lin, Patrick Pantel
ICDM
2009
IEEE
139views Data Mining» more  ICDM 2009»
15 years 11 months ago
Towards Context Aware Food Sales Prediction
Sales prediction is a complex task because of large number of factors affecting the demand. We present a context aware sales prediction approach, which selects the base predictor ...
Indre Zliobaite, Jorn Bakker, Mykola Pechenizkiy
126
Voted
ICDM
2007
IEEE
118views Data Mining» more  ICDM 2007»
15 years 11 months ago
Subgraph Support in a Single Large Graph
—Defining the support (or frequency) of a subgraph is trivial when a database of graphs is given: it is simply the number of graphs in the database that contain the subgraph. Ho...
Mathias Fiedler, Christian Borgelt
150
Voted
ICDM
2007
IEEE
161views Data Mining» more  ICDM 2007»
15 years 11 months ago
Experimental Comparison of Feature Subset Selection Methods
In the field of machine learning and pattern recognition, feature subset selection is an important area, where many approaches have been proposed. In this paper, we choose some fe...
Chulmin Yun, Jihoon Yang