A Novel Model for Recognition of Compounding Nouns in English and Chinese

机译：一种新的英汉复合名词识别模型

获取原文

获取原文并翻译 | 示例

页面导航

摘要
著录项
相似文献
相关主题

摘要

Compounds are very common in many kinds of language. Most of the research in this field is from the view of morphology, while artificial neural network is seldom concerned. Based on Hopfield model, we create a novel neural network to simulate the recognition process of compounds in English and Chinese. Our model is composed of two layers: abstraction layer and recognition layer. The first layer can extract the common features of the training samples and represent it as a new attractor, which can be transferred into the next layer. This step imitates morpheme abstraction of compounds. Recognition layer is constructed as an improved Hopfield network, in which two existing attractors can merge into a new one. This step reflects the cognition of a new compound when all the morphemes are memorized. One specific example 'raincoat' is demonstrated, and the results provide strong evidence to our model.

机译：化合物在多种语言中非常常见。该领域的大多数研究是从形态学的角度，而很少涉及人工神经网络。基于Hopfield模型，我们创建了一个新颖的神经网络来模拟英语和汉语化合物的识别过程。我们的模型由两层组成：抽象层和识别层。第一层可以提取训练样本的共同特征，并将其表示为新的吸引子，可以将其转移到下一层。此步骤模仿了化合物的词素抽象。识别层构造为改进的Hopfield网络，其中两个现有吸引子可以合并为一个新吸引子。当所有语素都被记忆时，这一步骤反映了对新化合物的认知。演示了一个具体示例“雨衣”，其结果为我们的模型提供了有力的证据。

著录项

来源
《Advances in neural networks-ISNN 2009》|2009年|P.457-465|共9页
会议地点 Wuhan(CN);Wuhan(CN)
作者
Lishu Li; Jiawei Chen; Qinghua Chen; Fukang Fang;
展开▼
作者单位

Department of Systems Science, Beijing Normal University, Beijing 100875, China;

rnDepartment of Systems Science, Beijing Normal University, Beijing 100875, China;

rnDepartment of Systems Science, Beijing Normal University, Beijing 100875, China;

rnInstitute of Non-equilibrium Systems, Beijing Normal University, Beijing 100875, China;

展开▼
会议组织
原文格式 PDF
正文语种 eng
中图分类计算技术、计算机技术;
关键词
compounding nouns; neural network; hopfield model; attractor;

机译：复合名词；神经网络; Hopfield模型；吸引子;

相似文献

外文文献
中文文献
专利

1. Representational deficit or processing effect? An electrophysiological study of noun-noun compound processing by very advanced L2 speakers of English [J] . Cecile De Cat, Ekaterini Klepousniotou, R. Harald Baayen Frontiers in Psychology . 2015,第4期

机译：代表性不足或加工效果？高级英语母语者对名词-名词复合处理的电生理研究
2. Moving spaces: Spelling alternation in English noun-noun compounds [J] . Kuperman V., Bertram R. Language and cognitive processes . 2013,第7期

机译：移动空间：英语名词-名词复合物中的拼写交替
3. Translation of German and English Human-Denoting Compound Nouns into Russian [J] . Tatiana Ivanova, Natalia Arzhantseva Procedia - Social and Behavioral Sciences . 2015,第2期

机译：德语和英语人类复合名词的俄语翻译
4. Differences between Translation of Chinese Compound Nouns into English Compound Constructions 'Deverbal Noun - Noun' and 'V.-ing - Noun' [C] . Rou Yang, Dongjie Li International Conference on Contemporary Education, Social Sciences and Humanities . 2018

机译：中国复合名词翻译成英语复合结构的差异“veverbal noun - noun”和'v.-ing - noun'
5. Microcognitive analysis of noun-noun compounds in a present-day English lexicon. [D] . Rubio Cuenca, Francisco. 2004

机译：当今英语词典中名词名词化合物的微认知分析。
6. Representational deficit or processing effect? An electrophysiological study of noun-noun compound processing by very advanced L2 speakers of English [O] . Cecile De Cat, Ekaterini Klepousniotou, R. Harald Baayen -1

机译：代表性不足或加工效果？高级英语母语者对名词-名词复合处理的电生理研究
7. Differences between Translation of Chinese Compound Nouns into English Compound Constructions lDeverbal Noun - Nounr and lV.-ing - Nounr [O] . Rou Yang, Dongjie Li 2018

机译：中国复合名词翻译成英语复合结构的差异Ldeverbal noun - nounr和Lv.-ing - nounr

A Novel Model for Recognition of Compounding Nouns in English and Chinese

摘要

著录项

相似文献

相关主题

期刊订阅