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• W2952846557 abstract "In this paper, we propose the distributed tree kernels (DTK) as a novel method to reduce time and space complexity of tree kernels. Using a linear complexity algorithm to compute vectors for trees, we embed feature spaces of tree fragments in low-dimensional spaces where the kernel computation is directly done with dot product. We show that DTKs are faster, correlate with tree kernels, and obtain a statistically similar performance in two natural language processing tasks." @default.
• W2952846557 created "2019-06-27" @default.
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• W2952846557 date "2012-06-18" @default.
• W2952846557 modified "2023-09-27" @default.
• W2952846557 title "Distributed Tree Kernels" @default.
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• W2952846557 hasPublicationYear "2012" @default.
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