Distributed Smoothed Tree Kernel

In this paper we explore the possibility to merge the world of Compositional Distributional Semantic Models (CDSM) with Tree Kernels (TK). In particular, we will introduce a specific tree kernel (smoothed tree kernel, or STK) and then show that is possibile to approximate such kernel with the dot pr...

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Detalles Bibliográficos
Autores principales: Lorenzo Ferrone, Fabio Massimo Zanzotto
Formato: article
Lenguaje:EN
Publicado: Accademia University Press 2015
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H
Acceso en línea:https://doaj.org/article/f27d2c4646644b76968bcc65b7491c62
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Sumario:In this paper we explore the possibility to merge the world of Compositional Distributional Semantic Models (CDSM) with Tree Kernels (TK). In particular, we will introduce a specific tree kernel (smoothed tree kernel, or STK) and then show that is possibile to approximate such kernel with the dot product of two vectors obtained compositionally from the sentences, creating in such a way a new CDSM.