2683 search results - page 122 / 537 » Machine learning problems from optimization perspective |
120
Voted
COLT
2003
Springer
15 years 7 months ago
2003
Springer
Abstract. We study the problem of learning partitions using equivalence constraints as input. This is a binary classification problem in the product space of pairs of datapoints. ...
122
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EMNLP
2008
15 years 3 months ago
2008
The conditional phrase translation probabilities constitute the principal components of phrase-based machine translation systems. These probabilities are estimated using a heurist...
110
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NCA
2010
IEEE
15 years 25 days ago
2010
IEEE
The Support Vector Machine (SVM) is an interesting classifier with excellent power of generalization. In this paper, we consider applying the SVM to semi-supervised learning. We p...
112
Voted
PKDD
2004
Springer
15 years 7 months ago
2004
Springer
A crucial issue for Machine Learning and Data Mining is Feature Selection, selecting the relevant features in order to focus the learning search. A relaxed setting for Feature Sele...
102
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AAAI
2010
15 years 3 months ago
2010
We discuss challenges and opportunities for developing generalized task markets where human and machine intelligence are enlisted to solve problems, based on a consideration of th...