TY - GEN
T1 - Analogies between language and the immune system
AU - Yang, Jinfeng
AU - Guan, Yi
AU - Dong, Xishuang
N1 - Publisher Copyright:
© 2015 IEEE.
PY - 2015/10/2
Y1 - 2015/10/2
N2 - Striking analogies between human language and the immune system was first suggested by Jerne, an immunologist, in his Nobel lecture. Inspired by Jerne's opinion, we re-exploit these analogies between them, and propose that words can be regarded as B cells. Based on this proposed analogous comparison, a multi-word-agent autonomous learning model (MWAALM) is designed and implemented to learn the strengths of combinative relations between words, which are the rules dominating the order by that words compose a sentence. The model is validated on the task of dependency parsing and the task of word similarity computing. Results show that MWAALM obtains good performance on the two tasks, and analogies between words and B cells are proven to be plausible.
AB - Striking analogies between human language and the immune system was first suggested by Jerne, an immunologist, in his Nobel lecture. Inspired by Jerne's opinion, we re-exploit these analogies between them, and propose that words can be regarded as B cells. Based on this proposed analogous comparison, a multi-word-agent autonomous learning model (MWAALM) is designed and implemented to learn the strengths of combinative relations between words, which are the rules dominating the order by that words compose a sentence. The model is validated on the task of dependency parsing and the task of word similarity computing. Results show that MWAALM obtains good performance on the two tasks, and analogies between words and B cells are proven to be plausible.
UR - https://www.scopus.com/pages/publications/84961579269
U2 - 10.1109/ICIST.2015.7288910
DO - 10.1109/ICIST.2015.7288910
M3 - 会议稿件
AN - SCOPUS:84961579269
T3 - 2015 5th International Conference on Information Science and Technology, ICIST 2015
SP - 5
EP - 9
BT - 2015 5th International Conference on Information Science and Technology, ICIST 2015
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 5th International Conference on Information Science and Technology, ICIST 2015
Y2 - 24 April 2015 through 26 April 2015
ER -