Distributed Smoothed Tree Kernel

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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Autores principales: Lorenzo Ferrone, Fabio Massimo Zanzotto
Formato: article
Lenguaje:EN
Publicado: Accademia University Press 2015
Materias:
Social Sciences
H
Computational linguistics. Natural language processing
P98-98.5
Acceso en línea:https://doaj.org/article/f27d2c4646644b76968bcc65b7491c62
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spelling oai:doaj.org-article:f27d2c4646644b76968bcc65b7491c622021-12-02T09:52:19ZDistributed Smoothed Tree Kernel2499-455310.4000/ijcol.284https://doaj.org/article/f27d2c4646644b76968bcc65b7491c622015-12-01T00:00:00Zhttp://journals.openedition.org/ijcol/284https://doaj.org/toc/2499-4553In 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.Lorenzo FerroneFabio Massimo ZanzottoAccademia University PressarticleSocial SciencesHComputational linguistics. Natural language processingP98-98.5ENIJCoL, Vol 1, Iss 1, Pp 17-29 (2015)
institution DOAJ
collection DOAJ
language EN
topic Social Sciences
H
Computational linguistics. Natural language processing
P98-98.5
spellingShingle Social Sciences
H
Computational linguistics. Natural language processing
P98-98.5
Lorenzo Ferrone
Fabio Massimo Zanzotto
Distributed Smoothed Tree Kernel
description 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.
format article
author Lorenzo Ferrone
Fabio Massimo Zanzotto
author_facet Lorenzo Ferrone
Fabio Massimo Zanzotto
author_sort Lorenzo Ferrone
title Distributed Smoothed Tree Kernel
title_short Distributed Smoothed Tree Kernel
title_full Distributed Smoothed Tree Kernel
title_fullStr Distributed Smoothed Tree Kernel
title_full_unstemmed Distributed Smoothed Tree Kernel
title_sort distributed smoothed tree kernel
publisher Accademia University Press
publishDate 2015
url https://doaj.org/article/f27d2c4646644b76968bcc65b7491c62
work_keys_str_mv AT lorenzoferrone distributedsmoothedtreekernel
AT fabiomassimozanzotto distributedsmoothedtreekernel
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