Title :
Chinese base-NP recognition with HMSVM method
Author :
Hui, Qi ; Zhong-Hua, Wang
Author_Institution :
Dept. of Comput., Taiyuan Normal Univ., Taiyuan, China
Abstract :
It is important to recognize the base-NP in the field of natural language processing. At first, the paper defines Chinese base-NP from the linguistic standpoint, then a sequence labeling model and the formulation of the learning problem are introduced for Chinese base-NP problem. At last, Hidden Markov Support Vector Machines is introduced to solve the sequence labeling problem. The experiment shows a satisfactory precision and recall.
Keywords :
hidden Markov models; learning (artificial intelligence); linguistics; natural language processing; support vector machines; Chinese base-NP recognition; hidden Markov support vector machines; learning problem; linguistics; natural language processing; sequence labeling model; Artificial neural networks; Hidden Markov models; Support vector machines; Base-NP; HMSVM; boundary recognition; label sequence learning;
Conference_Titel :
Computer Application and System Modeling (ICCASM), 2010 International Conference on
Conference_Location :
Taiyuan
Print_ISBN :
978-1-4244-7235-2
Electronic_ISBN :
978-1-4244-7237-6
DOI :
10.1109/ICCASM.2010.5622518