DocumentCode :
3292284
Title :
Heterogeneous Multi-core Design for Information Retrieval Efficiency on the Vector Space Model
Author :
Chen, Tianzhou ; Zheng, Zhenwei ; Zhang, Nan ; Chen, Jian
Author_Institution :
Coll. of Comput. Sci., Zhejiang Univ., Hangzhou
Volume :
5
fYear :
2008
fDate :
18-20 Oct. 2008
Firstpage :
353
Lastpage :
357
Abstract :
This paper proposes a hardware approach to improving information retrieval efficiency on the vector space model. We design a heterogeneous multicore system, within which auxiliary retrieval-oriented intellectual properties (IP) cores perform term counting as basic operations. Moreover, a memory system is also designed to supply data efficiently. Since term counting is a highly frequent operation in information retrieval, we hope the overall efficiency will improve significantly as a result of hardware implementation of term counting. The experiment shows that our system has a speedup of 3 to 7 for different input data. We have also analyzed the influence of data patterns on performance.
Keywords :
industrial property; information retrieval; storage management; auxiliary retrieval-oriented intellectual properties cores; data patterns; heterogeneous multi-core design; information retrieval; memory system; vector space model; Computer architecture; Computer science; Educational institutions; Frequency shift keying; Fuzzy systems; Hardware; Information retrieval; Intellectual property; Multicore processing; Query processing; Efficiency; IR; Multi-core;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Fuzzy Systems and Knowledge Discovery, 2008. FSKD '08. Fifth International Conference on
Conference_Location :
Jinan Shandong
Print_ISBN :
978-0-7695-3305-6
Type :
conf
DOI :
10.1109/FSKD.2008.229
Filename :
4666550
Link To Document :
بازگشت