TY - GEN
T1 - Research on an ontology-based language model
AU - Zheng, Dequan
AU - Yu, Hao
AU - Zhao, Tiejun
AU - Li, Sheng
AU - Peng, Yuan
PY - 2005
Y1 - 2005
N2 - Ontology is widely applied to various areas of natural language processing, which regarded as a modeling tool of conceptual model of describing information in the level of semantic and knowledge. In this paper, we put forward an ontology-based language model with the ontological character, which is language-independent and can be used in cross-language information processing. Construct an ontology representation of feature information using a similarity framework; get the usage of feature information in using semantics, pragmatics, syntactic, etc. by specifically machine learning method and express as abstract ontology knowledge of feature information. Processing actual document, the usage of feature information will be got in actual document and the similarity can be evaluated with ontology knowledge. We did three experiments in Chinese, i.e. IR, text similarity computing, specific information identification. The preliminary experiment testifies that recall and precision is advanced.
AB - Ontology is widely applied to various areas of natural language processing, which regarded as a modeling tool of conceptual model of describing information in the level of semantic and knowledge. In this paper, we put forward an ontology-based language model with the ontological character, which is language-independent and can be used in cross-language information processing. Construct an ontology representation of feature information using a similarity framework; get the usage of feature information in using semantics, pragmatics, syntactic, etc. by specifically machine learning method and express as abstract ontology knowledge of feature information. Processing actual document, the usage of feature information will be got in actual document and the similarity can be evaluated with ontology knowledge. We did three experiments in Chinese, i.e. IR, text similarity computing, specific information identification. The preliminary experiment testifies that recall and precision is advanced.
KW - Knowledge acquirement
KW - Language model
KW - Natural language processing
KW - Ontology
KW - Ontology representation
UR - https://www.scopus.com/pages/publications/33750206235
M3 - 会议稿件
AN - SCOPUS:33750206235
T3 - Proceedings of the International Conference on Chinese Computing 2005, ICCC 2005
BT - Proceedings of the International Conference on Chinese Computing 2005, ICCC 2005
A2 - Haizhou, Li
A2 - Min, Zhang
A2 - Minghui, Dong
PB - Chinese and Oriental Languages Information Processing Society (COLIPS)
T2 - International Conference on Chinese Computing 2005, ICCC 2005
Y2 - 21 March 2005 through 23 March 2005
ER -