Index Terms
- Introduction to special issue on large-scale machine learning
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Large-scale linear nonparallel support vector machine solver
Twin support vector machines (TWSVMs), as the representative nonparallel hyperplane classifiers, have shown the effectiveness over standard SVMs from some aspects. However, they still have some serious defects restricting their further study and real ...
Predicting unseen labels using label hierarchies in large-scale multi-label learning
ECMLPKDD'15: Proceedings of the 2015th European Conference on Machine Learning and Knowledge Discovery in Databases - Volume Part IAn important problem in multi-label classification is to capture label patterns or underlying structures that have an impact on such patterns. One way of learning underlying structures over labels is to project both instances and labels into the same ...
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