Knowledge Commons of Institute of Automation,CAS
Product named entity recognition in Chinese text | |
Zhao, Jun; Liu, Feifan | |
发表期刊 | LANGUAGE RESOURCES AND EVALUATION |
2008-05-01 | |
卷号 | 42期号:2页码:197-217 |
文章类型 | Article |
摘要 | There are many expressive and structural differences between product names and general named entities such as person names, location names and organization names. To date, there has been little research on product named entity recognition (NER), which is crucial and valuable for information extraction in the field of market intelligence. This paper focuses on product NER (PRO NER) in Chinese text. First, we describe our efforts on data annotation, including well-defined specifications, data analysis and development of a corpus with annotated product named entities. Second, a hierarchical hidden Markov model-based approach to PRO NER is proposed and evaluated. Extensive experiments show that the proposed method outperforms the cascaded maximum entropy model and obtains promising results on the data sets of two different electronic product domains (digital and cell phone). |
关键词 | Information Extraction Product Named Entity Recognition Hierarchical Hidden Markov Model |
WOS标题词 | Science & Technology ; Technology |
收录类别 | SCI |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Interdisciplinary Applications |
WOS记录号 | WOS:000258117600008 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/9665 |
专题 | 09年以前成果 |
作者单位 | Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100080, Peoples R China |
第一作者单位 | 模式识别国家重点实验室 |
推荐引用方式 GB/T 7714 | Zhao, Jun,Liu, Feifan. Product named entity recognition in Chinese text[J]. LANGUAGE RESOURCES AND EVALUATION,2008,42(2):197-217. |
APA | Zhao, Jun,&Liu, Feifan.(2008).Product named entity recognition in Chinese text.LANGUAGE RESOURCES AND EVALUATION,42(2),197-217. |
MLA | Zhao, Jun,et al."Product named entity recognition in Chinese text".LANGUAGE RESOURCES AND EVALUATION 42.2(2008):197-217. |
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