Title :
Activity-based correlation of personal documents and their visualization using association rule mining
Author :
Saeed, Zafar ; Sadaf, Abida ; Muhammad, Siraj
Author_Institution :
Dept. of Comput. Sci., Quaid-i-Azam Univ. Islamabad, Islamabad, Pakistan
Abstract :
It is a common observation nowadays that the personal information of user is difficult to manage, the material which is copied by the users to their personal system are often forgotten by the users. So when they require their information it becomes very difficult to find the relevant information from huge repository. We have introduced a method using which the activities of user for reading documents are captured from running process list and managed in a dataset along with accessing time, then frequent item set and associated weights are calculated for each document with other using Apriori Algorithm and confidence measure in conjunction with combined access time. When user searches a document, the document list appears using any conventional model of retrieval, we have used primary metadata including title, author, type for document searching. Beside this, a visual interface is designed to display the list correlated document on the basis of users activities may help them to indentify documents according to their past activities.
Keywords :
data mining; data visualisation; document handling; information retrieval; meta data; personal information systems; user interfaces; a priori algorithm; access time; activity-based correlation; association rule mining; confidence measures; document reading; document searching; frequent item set; information repository; information retrieval; personal document correlation; personal document visualization; primary metadata; title; user personal information management; visual interface; Association rules; Correlation; Information management; Prototypes; Visualization; Weight measurement; Association Rule Mining; Correlation of documents; Personal Information Management;
Conference_Titel :
Emerging Technologies (ICET), 2011 7th International Conference on
Conference_Location :
Islamabad
Print_ISBN :
978-1-4577-0769-8
DOI :
10.1109/ICET.2011.6048448