ICML
14 years 5 months ago
2001 IEEE 
In this paper, we examine the advantages and disadvantages of filter and wrapper methods for feature selection and propose a new hybrid algorithm that uses boosting and incorporat...
ICML
14 years 5 months ago
2001 IEEE
This paper presents an active learning method that directly optimizes expected future error. This is in contrast to many other popular techniques that instead aim to reduce versio...
ICML
14 years 5 months ago
2001 IEEE  ICML
14 years 5 months ago
2001 IEEE 
We present conditional random fields, a framework for building probabilistic models to segment and label sequence data. Conditional random fields offer several advantages over hid...
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ICML
14 years 5 months ago
2001 IEEE
In this paper, we show how we can learn to select good words for a document title. We view the problem of selecting good title words for a document as a variant of an Information ...
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Machine Learning