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Paper Abstract and Keywords
Presentation 2011-11-10 15:45
A Linear Time Subpath Kernel for Trees
Daisuke Kimura, Hisashi Kashima (Univ. of Tokyo)
Abstract (in Japanese) (See Japanese page) 
(in English) Kernel method is one of the promising approaches to learning with
tree-structured data, and various efficient tree kernels have been proposed to capture informative structures in trees.
In this paper, we especially focus on a tree kernel function based on
``subpath sets" to capture vertical structures in tree-structured data.
Previous works show that the predictive performance of the kernel is competitive with that of the existing linear-time tree kernel proposed by
Vishwanathan {\it et al.}, and is also empirically faster than the
existing kernel, although the time complexity of the subpath kernel is
$\rm{O}$$((|T_1|+|T_2|)\rm{log}$$(|T_1|+|T_2|))$, where $|T_1|$ and $|T_2|$ are the numbers of nodes in two trees $T_1$ and $T_2$.
We propose a new efficient algorithm for computing the subpath kernel,
whose time and space complexity are both $\rm{O}$$((|T_1|+|T_2|)$,
by extending the algorithm of a linear-time string kernel using an enhanced suffix array.
The experimental results show that the computation time of the subpath
kernel using our proposed algorithm scaled linearly for the numbers of nods in input two trees.
Keyword (in Japanese) (See Japanese page) 
(in English) kernel methods / convolution kernels / tree kernels / suffix array / / / /  
Reference Info. IEICE Tech. Rep., vol. 111, no. 275, IBISML2011-85, pp. 291-296, Nov. 2011.
Paper # IBISML2011-85 
Date of Issue 2011-11-02 (IBISML) 
ISSN Print edition: ISSN 0913-5685  Online edition: ISSN 2432-6380

Conference Information
Committee IBISML  
Conference Date 2011-11-09 - 2011-11-11 
Place (in Japanese) (See Japanese page) 
Place (in English) Nara Womens Univ. 
Topics (in Japanese) (See Japanese page) 
Topics (in English) The 14th IBIS workshop 
Paper Information
Registration To IBISML 
Conference Code 2011-11-IBISML 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) A Linear Time Subpath Kernel for Trees 
Sub Title (in English)  
Keyword(1) kernel methods  
Keyword(2) convolution kernels  
Keyword(3) tree kernels  
Keyword(4) suffix array  
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1st Author's Name Daisuke Kimura  
1st Author's Affiliation The University of Tokyo (Univ. of Tokyo)
2nd Author's Name Hisashi Kashima  
2nd Author's Affiliation The University of Tokyo (Univ. of Tokyo)
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Speaker
Date Time 2011-11-10 15:45:00 
Presentation Time 180 
Registration for IBISML 
Paper # IEICE-IBISML2011-85 
Volume (vol) IEICE-111 
Number (no) no.275 
Page pp.291-296 
#Pages IEICE-6 
Date of Issue IEICE-IBISML-2011-11-02 


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