DocumentCode :
2347909
Title :
Personalized Tag Recommendations to Enhance User´s Perception
Author :
Sharma, Ravish ; Bedi, Punam
Author_Institution :
Dept. of Comput. Sci., Univ. of Delhi, Delhi, India
fYear :
2009
fDate :
27-28 Oct. 2009
Firstpage :
944
Lastpage :
947
Abstract :
Tagging is a process whereby users freely choose keywords to label Web objects in order to share or recover them later. Tags associated to an object by the user depict his viewpoint or perception. The perception of the target user can be enhanced by aggregating and analyzing the tags associated to an object by other users who share at least one tag with the target user in common for that object and recommending tags to him. Most of the existing techniques recommend tags on the basis of their popularity among the users. The proposed approach complement these approaches by taking the temporal nature of interests of the user into account and enhancing his perception by analyzing and finding relationship among the tags associated to an object by him and other users. This relationship is analyzed using pheromone updating strategy known from ant algorithms for computing the weights on the edges of the co-occurrence graph containing tags as nodes. To observe the performance of our approach, experiments are carried out on the data collected from delicious, a social book marking site that allows the users to tag URLs and share them with other people.
Keywords :
Internet; information filtering; Web object label; ant algorithm; cooccurrence graph; personalized tag recommendation; pheromone updating strategy; user perception; Algorithm design and analysis; Books; Collaboration; Communications technology; Computer science; Iterative algorithms; Organizing; Particle swarm optimization; Tagging; Uniform resource locators; Ant colony; Collaborative tagging systems; Swarm Intelligence; del.icio.us; pheromone updating;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advances in Recent Technologies in Communication and Computing, 2009. ARTCom '09. International Conference on
Conference_Location :
Kottayam, Kerala
Print_ISBN :
978-1-4244-5104-3
Electronic_ISBN :
978-0-7695-3845-7
Type :
conf
DOI :
10.1109/ARTCom.2009.96
Filename :
5328650
Link To Document :
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