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• W2237235759 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.
• W2237235759 created "2016-06-24" @default.
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• W2237235759 date "2012-06-26" @default.
• W2237235759 modified "2023-09-24" @default.
• W2237235759 title "Distributed Tree Kernels" @default.
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