Title :
A Statistical and Instant Information Combined Handoff Target Prediction Scheme in NGI
Author :
Wang, Xingwei ; Tian, Ye ; Huang, Min
Author_Institution :
Northeastern Univ. Shenyang, Shenyang
Abstract :
In this paper, a target prediction scheme for handoff in NGI is presented based on both statistical and instant information. At first, it adopts a statistical prediction scheme to predict handoff target, using fuzzy decision tree which is established based on the prior handoff historical records. If there exist several predicted handoff targets, an instant prediction scheme is initiated to compute the probability for each predicted handoff target being visited based on the user´s current position, movement rate, direction and the average call duration time, choosing the one with the maximum visited probability as the handoff target. Simulation results have shown that the proposed scheme has higher prediction hitting rates under different user movement rates compared with those schemes simply based on statistical or instant information.
Keywords :
Internet; decision trees; fuzzy set theory; fuzzy decision tree; handoff historical records; handoff target prediction scheme; statistical prediction scheme; statistical-instant information; Accuracy; Computational modeling; DC generators; Decision trees; Fuzzy sets; Global Positioning System; Information science; Predictive models; Probability; Quality of service;
Conference_Titel :
Natural Computation, 2007. ICNC 2007. Third International Conference on
Conference_Location :
Haikou
Print_ISBN :
978-0-7695-2875-5
DOI :
10.1109/ICNC.2007.144