Ensembles of Multi-Instance Neural Networks

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Ensembles of Multi-Instance Neural Networks
: Recently, multi-instance classification algorithm BP-MIP and multi-instance regression algorithm BP-MIR both based on neural networks have been proposed. In this paper, neural network ensemble techniques are introduced to solve multi-instance learning problems, where BP-MIP ensemble and BP-MIR ensemble are constructed respectively. Experiments on benchmark and artificial data sets show that ensembles of multi-instance neural networks are superior to single multi-instance neural networks in solving multi-instance problems. Key words: machine learning; multi-instance learning; neural networks; neural network ensemble.
Min-Ling Zhang, Zhi-Hua Zhou
Added 31 Oct 2010
Updated 31 Oct 2010
Type Conference
Year 2004
Where IFIP12
Authors Min-Ling Zhang, Zhi-Hua Zhou
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