DocumentCode :
408295
Title :
Enabling personalization recommendation with WeightedFP for text information retrieval based on user-focus
Author :
Zhenya, Zhang ; Enhong, Chen ; Jin, Wang ; Xufa, Wang
Author_Institution :
Dept. of Comput. Sci., Univ. of Sci. & Technol. of China, Hefei, China
Volume :
1
fYear :
2004
fDate :
5-7 April 2004
Firstpage :
272
Abstract :
Personalization recommendation is a valid method for lightening the user´s burden on information retrieval. In order to implement personalization recommendation for text information retrieval (TR), user-focus is defined and algorithms for the construction of user-focus are given in this paper. The construction of user-focus for a user depends on his entire query requests at a period of time. Each query request of the user is treated as a transaction between TR system and him. Items in a transaction are non-noise words in the query request corresponding with the transaction. Each item is weighted with a value to measure the importance of the item for the user. Weighted frequent itemset is used for the user-focus´s construction. In order to mine weighted frequented itemset fast, an algorithm named as WeightedFP is presented. The experimental result shows that the implementation of personalization recommendation based on user-focus can lighten the user´s burden caused by the work of filtering valid information from vast information in some degree while time requirement of TR is satisfied well.
Keywords :
data mining; information filters; information retrieval; text analysis; user interfaces; WeightedFP; personalization recommendation; query requests; text information retrieval; user-focus; weighted frequent; Computer science; Data mining; Information filtering; Information filters; Information retrieval; Internet; Itemsets; Search engines; Web search; Web sites;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Technology: Coding and Computing, 2004. Proceedings. ITCC 2004. International Conference on
Print_ISBN :
0-7695-2108-8
Type :
conf
DOI :
10.1109/ITCC.2004.1286465
Filename :
1286465
Link To Document :
بازگشت