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• W1969602766 abstract "This paper focuses on kernel methods for multi-instance learning. Existing methods require the prediction of the bag to be identical to the maximum of those of its individual instances. However, this is too restrictive as only the sign is important in classification. In this paper, we provide a more complete regularization framework for MI learning by allowing the use of different loss functions between the outputs of a bag and its associated instances. This is especially important as we generalize this for multi-instance regression. Moreover, both bag and instance information can now be directly used in the optimization. Instead of using heuristics to solve the resultant non-linear optimization problem, we use the constrained concave-convex procedure which has well-studied convergence properties. Experiments on both classification and regression data sets show that the proposed method leads to improved performance." @default.
• W1969602766 created "2016-06-24" @default.
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• W1969602766 date "2006-01-01" @default.
• W1969602766 modified "2023-09-24" @default.
• W1969602766 title "A regularization framework for multiple-instance learning" @default.
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• W1969602766 doi "https://doi.org/10.1145/1143844.1143869" @default.
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