Title :
A text classifier based on biomimetic pattern recognition
Author :
Zhang, Ji-bin ; Cong, Shuai ; Xu, Zhi-Ming ; Pan, Qi-shu
Author_Institution :
Sch. of Comput. Sci. & Technol., Harbin Inst. of Technol., Harbin, China
Abstract :
In this paper a novel text classification method based on biomimetic pattern recognition (BPR) is proposed. And we implement a BPR text classifier with multi-weight neural network; the model of three-weight neural network and its construction method are described in detail. Some text classification experiments have been done to test the performance of our BPR text classifier; experimental results show that three-weight neural network achieved good performance in the text classification task.
Keywords :
biomimetics; neural nets; pattern recognition; text analysis; BPR text classifier; biomimetic pattern recognition; multiweight neural network; text classification; three-weight neural network; Biomimetics; Business process re-engineering; Cybernetics; Humans; Machine learning; Neural networks; Neurons; Pattern recognition; Shape; Text categorization; Biomimetic Pattern Recognition; Multi-weight Neural Network; Text Classification;
Conference_Titel :
Machine Learning and Cybernetics, 2009 International Conference on
Conference_Location :
Baoding
Print_ISBN :
978-1-4244-3702-3
Electronic_ISBN :
978-1-4244-3703-0
DOI :
10.1109/ICMLC.2009.5212794
