1474 search results - page 202 / 295 » Using Machine Learning to Focus Iterative Optimization |
113
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PKDD
2010
Springer
15 years 21 days ago
2010
Springer
We consider the problem of numerical stability and model density growth when training a sparse linear model from massive data. We focus on scalable algorithms that optimize certain...
157
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HIPC
2009
Springer
15 years 17 days ago
2009
Springer
As the size of available datasets in various domains is growing rapidly, there is an increasing need for scaling data mining implementations. Coupled with the current trends in co...
132
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NLDB
2005
Springer
15 years 8 months ago
2005
Springer
Abstract. Automated Text Categorization has reached the levels of accuracy of human experts. Provided that enough training data is available, it is possible to learn accurate autom...
138
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ECAI
2006
Springer
15 years 4 months ago
2006
Springer
Abstract. In this paper, we show that the optimization of density forecasting models for regression in machine learning can be formulated as a multi-objective problem. We describe ...
ECML
2007
Springer
15 years 9 months ago
2007
Springer
We describe a novel framework for class noise mitigation that assigns a vector of class membership probabilities to each training instance, and uses the confidence on the current ...