Browsing by Author "Xu, Xin"
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Applying propositional learning algorithms to multi-instance data
Frank, Eibe; Xu, Xin (University of Waikato, Department of Computer Science, 2003-06)Multi-instance learning is commonly tackled using special-purpose algorithms. Development of these algorithms has started because early experiments with standard propositional learners have failed to produce satisfactory ... -
Logistic regression and boosting for labeled bags of instances
Xu, Xin; Frank, Eibe (Springer, 2004)In this paper we upgrade linear logistic regression and boosting to multi-instance data, where each example consists of a labeled bag of instances. This is done by connecting predictions for individual instances to a ... -
Statistical Learning in Multiple Instance Problems
Xu, Xin (The University of Waikato, 2003)Multiple instance (MI) learning is a relatively new topic in machine learning. It is concerned with supervised learning but differs from normal supervised learning in two points: (1) it has multiple instances in an example ...
Co-authors for Xin Xu
Xin Xu has 1 co-authors in Research Commons.