Title :
User interestingness for pre-fetching in mobile environment
Author :
Darus, Roziyah ; Ibrahim, Hamidah ; Othman, Mohamed ; Affendey, Lilly Suryani
Author_Institution :
Dept. of Comput. Sci., Univ. Putra Malaysia, Serdang, Malaysia
Abstract :
In mobile environment, pre-fetching is used to prevent network congestion, delays and latency problems during disconnection. Lately, the pre-fetching strategies become more complicated in which to support new types of application especially in wireless environments. Due to this complication, new method is introduced where it requires data mining technique to improve the pre-fetching process. Previously, the pre-fetched data item is filtered using an data driven measurement for data interestingness and the data generated are based on the structure of a query pattern and quantified using statistical methods. The measurement is not good enough to solve the rule quality problems as in predicting next query in mobile environment. In this paper, a new measurement method is proposed to generate new criterion of prefetched data items before sending to mobile users. This method is improved by introducing user driven measurement for user interestingness where it will consider the subjectivity and the understandability of the users.
Keywords :
data mining; mobile computing; statistical analysis; storage management; data driven measurement; data filtering; data interestingness; data mining; mobile environment; mobile user; network congestion; network delay; network latency; prefetching; query pattern; rule quality problem; statistical method; user interestingness; user understandability; wireless environment; Asia; Association rules; Current measurement; Mobile communication; Mobile computing; Prefetching; Subjective Measurement; User Interestingness;
Conference_Titel :
Information Technology and Multimedia (ICIM), 2011 International Conference on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-1-4577-0988-3
DOI :
10.1109/ICIMU.2011.6122738