A novel Fuzzy-PSO term weighting automatic query expansion approach using combined semantic filtering

作者: Yogesh Gupta , Ashish Saini

DOI: 10.1016/J.KNOSYS.2017.09.004

关键词:

摘要: Abstract Information Retrieval system retrieves relevant documents from large datasets. Automatic Query Expansion (AQE) is one of the approaches to enhance IR performance by adding additional terms original query. The selection suitable for AQE a crucial task. Term weighting method ways deal with such problem. This paper presents new term based approach retrieve more data corpus. proposed comprises three major steps. First step determines optimal weights different evidences using Particle Swarm Optimization (PSO). Fuzzy logic technique used improve PSO controlling inertia and acceleration coefficients during optimization. Co-occurrence score introduced as evidence in approach. Second focused on removal noisy combined semantic filtering method. Third reweights Rocchio compared recently developed automatic query expansion measures precision, recall, F-measure MAP (Mean Average Precision). Three benchmark datasets CACM, CISI TREC - 3 are verify results. found better than other according results obtained these

参考文章(37)
J. Scott McCarley, Martin Franz, Word document density and relevance scoring. international acm sigir conference on research and development in information retrieval. pp. 345- 347 ,(2000)
Ramakrishnan Srikant, Rakesh Agrawal, Fast algorithms for mining association rules very large data bases. pp. 580- 592 ,(1998)
Aditi Sharan, Hazra Imran, Selecting Effective Expansion Terms for Better Information Retrieval. International Journal of Computer Science & Applications. ,vol. 7, pp. 52- 64 ,(2010)
H. P. Luhn, The automatic creation of literature abstracts Ibm Journal of Research and Development. ,vol. 2, pp. 159- 165 ,(1958) , 10.1147/RD.22.0159
Gerard Salton, Christopher Buckley, Term Weighting Approaches in Automatic Text Retrieval Information Processing and Management. ,vol. 24, pp. 323- 328 ,(1988) , 10.1016/0306-4573(88)90021-0
Zhi Liu, Caiyun Mao, Jing Luo, Yun Zhang, CL Philip Chen, None, A three-domain fuzzy wavelet network filter using fuzzy PSO for robotic assisted minimally invasive surgery Knowledge Based Systems. ,vol. 66, pp. 13- 27 ,(2014) , 10.1016/J.KNOSYS.2014.03.025
C. T. Yu, K. Lam, G. Salton, Term Weighting in Information Retrieval Using the Term Precision Model Journal of the ACM. ,vol. 29, pp. 152- 170 ,(1982) , 10.1145/322290.322300
S. E. Robertson, S. Walker, Some simple effective approximations to the 2-Poisson model for probabilistic weighted retrieval international acm sigir conference on research and development in information retrieval. pp. 232- 241 ,(1994) , 10.5555/188490.188561
Yudong Zhang, Shuihua Wang, Preetha Phillips, Genlin Ji, Binary PSO with mutation operator for feature selection using decision tree applied to spam detection Knowledge Based Systems. ,vol. 64, pp. 22- 31 ,(2014) , 10.1016/J.KNOSYS.2014.03.015
Richard K. Belew, Brian T. Bartell, Garrison W. Cottrell, Automatic combination of multiple ranked retrieval systems international acm sigir conference on research and development in information retrieval. pp. 173- 181 ,(1994) , 10.5555/188490.188554