Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: ,  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,  embed feature spaces of tree fragments in low-dimensional spaces where the kernel computation is directly done with dot product.  show that DTKs are faster, correlate with tree kernels, and obtain a statistically similar performance in two natural language processing tasks.
['Fabio Massimo Zanzotto', "Lorenzo Dell'Arciprete"]
I am writing a research paper on a idea Distributed Tree Kernels
[{"from": "human", "value": "I am writing a research paper on a idea Distributed Tree Kernels"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: ,  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,  embed feature spaces of tree fragments in low-dimensional spaces where the kernel computation is directly done with dot product.  show that DTKs are faster, correlate with tree kernels, and obtain a statistically similar performance in two natural language processing tasks."}]