Title :
Efficient web information retrieval based on usage mining
Author :
Mukherjee, Indrajit ; Bhattacharya, V. ; Banerjee, Samudra ; Gupta, Pradeep Kumar ; Mahanti, P.K.
Author_Institution :
Dept. of Comput. Sci., Birla Inst. of Technol., Mesra, India
Abstract :
The objective of this paper is to analyze web logs using data mining so as to present users with more personalized web content. We classify users based on their internet usage patterns and for each class, maintain a cache of web documents. Searching is performed based on term set analysis and direction cosine distance approach. Finally a more personalized and relevant result set is generated for the query.
Keywords :
Internet; cache storage; data mining; information retrieval; pattern classification; Internet usage patterns; Web document cache; Web information retrieval; Web log analysis; data mining; direction cosine distance approach; personalized Web content; term set analysis; usage mining; Google; Machine learning; personalized retrieval; searching; term set analysis; web mining;
Conference_Titel :
Recent Advances in Information Technology (RAIT), 2012 1st International Conference on
Conference_Location :
Dhanbad
Print_ISBN :
978-1-4577-0694-3
DOI :
10.1109/RAIT.2012.6194595
