Title :
A hybrid model for Chinese-English machine translation
Author :
Liu, James N K ; Zhou, Lina
Author_Institution :
Dept. of Comput., Hong Kong Polytech. Univ., Hong Kong
Abstract :
The paper presents a hybrid model integrating an example based (EB) approach with a knowledge base methodology in support of Chinese-English machine translation (MT). The EB approach normally performs translation by referring to similar source sentences in the example base. It can be employed at different stages of MT including source language analysis, source to target transformation and target language generation. The proposed MT model brings together knowledge in two forms: rules and examples. This system is intended for domains that are understood well but not perfectly. Expert and heuristic knowledge in the form of rules are incorporated to provide a skeletal method for solving problems. Examples are then used to flesh out the method by covering idiosyncrasies and special cases that are not anticipated by the rules. In addition to a reasonably accurate and efficient set of rules to serve as a starting point for problem solving, the system is provided with some specific similarity measurement for critical analysis of Chinese sentences. This is based on word grammatical features and integrated with some dynamic mechanism to improve flexibility and robustness during the translation process
Keywords :
knowledge based systems; language translation; natural languages; word processing; Chinese sentences; Chinese-English machine translation; EB approach; MT; critical analysis; dynamic mechanism; example base; example based approach; heuristic knowledge; hybrid model; idiosyncrasies; knowledge base methodology; problem solving; similar source sentences; similarity measurement; skeletal method; source language analysis; source to target transformation; special cases; target language generation; translation process; word grammatical features; Cloning; Computational linguistics; Computer architecture; Degradation; Impedance matching; Knowledge acquisition; Knowledge based systems; Natural languages; Problem-solving; Robustness;
Conference_Titel :
Systems, Man, and Cybernetics, 1998. 1998 IEEE International Conference on
Conference_Location :
San Diego, CA
Print_ISBN :
0-7803-4778-1
DOI :
10.1109/ICSMC.1998.727871