A parallel SRL algorithm based on synergetic neural network | |
Huang, Zhehuang ; Chen, Yidong ; Shi, Xiaodong ; Chen YD(陈毅东) ; Shi XD(史晓东) | |
刊名 | http://dx.doi.org/10.4156/jcit.vol7.issue8.1 |
2012 | |
关键词 | Computational linguistics Distributed computer systems Natural language processing systems Parallel algorithms Parallel architectures Semantics |
英文摘要 | Semantic role labeling (SRL) is a fundamental task in natural language processing to find a sentence-level representation. In this paper, a semantic role labeling algorithm based on synergetic neural network is proposed which can easily express useful global constraints. However, its computational complexity is relatively high that restricts its applications in real-time situation. We propose a parallel algorithm and implement it in distributed computing environments based on a local area network. Experimental results show that the parallel algorithm can reduce the run time and has a high speed up. |
语种 | 英语 |
出版者 | Advanced Institute of Convergence Information Technology |
内容类型 | 期刊论文 |
源URL | [http://dspace.xmu.edu.cn/handle/2288/92796] |
专题 | 信息技术-已发表论文 |
推荐引用方式 GB/T 7714 | Huang, Zhehuang,Chen, Yidong,Shi, Xiaodong,et al. A parallel SRL algorithm based on synergetic neural network[J]. http://dx.doi.org/10.4156/jcit.vol7.issue8.1,2012. |
APA | Huang, Zhehuang,Chen, Yidong,Shi, Xiaodong,陈毅东,&史晓东.(2012).A parallel SRL algorithm based on synergetic neural network.http://dx.doi.org/10.4156/jcit.vol7.issue8.1. |
MLA | Huang, Zhehuang,et al."A parallel SRL algorithm based on synergetic neural network".http://dx.doi.org/10.4156/jcit.vol7.issue8.1 (2012). |
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