Title :
Efficient Text Classification Method Based on FPGA
Author :
Fan, Xinghua ; Liu, Ying
Author_Institution :
Coll. of Comput. Sci. & Technol., Univ. of posts & Telecommun., Chongqing, China
Abstract :
This paper proposes a software-hardware combined efficient text classification method, which uses Xilinx IP core CAM to achieve high-speed for searching terms, utilizes features of CAM designed an efficient algorithm that merger a two-step of term extraction for text which should be classified and eliminate redundant terms into one-step. This method can effectively solve the slow speed problem which is the shortcoming of text classification system of software-only. Experiments show that the method is effective.
Keywords :
field programmable gate arrays; pattern classification; text analysis; FPGA; Xilinx IP core CAM; searching terms; software-hardware combined efficient text classification method; Computer aided manufacturing; Field programmable gate arrays; Filtering; Hardware; IP networks; Software; Text categorization; CAM; IP core; efficient text classification;
Conference_Titel :
Computer Science & Service System (CSSS), 2012 International Conference on
Conference_Location :
Nanjing
Print_ISBN :
978-1-4673-0721-5
DOI :
10.1109/CSSS.2012.104