DocumentCode :
3455597
Title :
A Web Text Fuzzy Classification Algorithm on Fuzzy Comprehensive Weighted Evaluation Reasoning
Author :
Yin, Shiqun ; Wan, Bing ; Qiu, Yuhui ; Chen, Weiling
Author_Institution :
Fac. of Comput. & Inf. Sci., Southwest Univ., Chongqing, China
fYear :
2009
fDate :
7-9 Dec. 2009
Firstpage :
1114
Lastpage :
1117
Abstract :
Using the maximum-minimum synthesis method to carry through the fuzzy reasoning and classification Web text could only keep the main information. Many secondary factors were neglected. Though this method could decrease the workload of calculation, the adaptability and credibility of its results was not satisfied. Here a modified fuzzy comprehensive weighted evaluation algorithm on sematic Web was proposed. That is, using the "comprehensive weighted model" operator given in the paper and establishing a fuzzy reasoning mechanism by synthetically considering the influence of each factor based on the weight coefficient to ensure the accuracy and credibility of the result. A calculation method modifying the weight of text feature item was given. Consideration of the words length and the words tag of the sematic Web feature items show that modified weights are beneficial to the efficiency of classification. It validated the feasibility of this algorithm through the comparison experiment between this modified algorithm on fuzzy comprehensive weighted evaluation reasoning and the traditional method on maximum-minimum synthesis reasoning.
Keywords :
Internet; fuzzy reasoning; text analysis; Web text fuzzy classification algorithm; fuzzy comprehensive weighted evaluation reasoning algorithm; maximum-minimum synthesis reasoning method; sematic Web feature item; text feature item; weight coefficient; Classification algorithms; Educational institutions; Filtering algorithms; Fuzzy control; Fuzzy reasoning; Fuzzy sets; Information science; Quality assessment; Testing; Text categorization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Innovative Computing, Information and Control (ICICIC), 2009 Fourth International Conference on
Conference_Location :
Kaohsiung
Print_ISBN :
978-1-4244-5543-0
Type :
conf
DOI :
10.1109/ICICIC.2009.63
Filename :
5412302
Link To Document :
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