Mobility prediction in mobile wireless networks

JA Torkestani - Journal of Network and Computer Applications, 2012 - Elsevier
… properties of the proposed mobility prediction algorithm are theoretically studied. To
show the convergence of the proposed algorithm to the actual mobility parameters, a strong …

Implementation of deep learning predictor (LSTM) algorithm for human mobility prediction

I Nurhaida, H Noprisson, V Ayumi, H Wei, ED Putra… - 2020 - learntechlib.org
… The studies of human mobility prediction in mobile computing area … mobility prediction
result accuration, however, only few researchers have addressed the issue of human mobility for …

[HTML][HTML] Individual mobility prediction review: Data, problem, method and application

Z Ma, P Zhang - Multimodal transportation, 2022 - Elsevier
… prerequisite for individual mobility prediction. In addition, advanced learning-based
models and algorithms have been developed to automatically extract and represent complex …

A practical user mobility prediction algorithm for supporting adaptive QoS in wireless networks

J Chan, A Seneviratne - IEEE International Conference on …, 1999 - ieeexplore.ieee.org
… A number of user mobility prediction algorithms have been … do not accurately represent the
mobility patterns of users. As a … an adaptive user mobility prediction algorithm that limits the …

Mobility prediction based on machine learning

T Anagnostopoulos, C Anagnostopoulos… - … on Mobile Data …, 2011 - ieeexplore.ieee.org
… location of mobile users in order to act proactively. We focus on the location prediction and
… We perform experiments with the Voting classification algorithm [8] which is implemented in …

A new Markov-based mobility prediction algorithm for mobile networks

S Bellahsene, L Kloul - European Performance Engineering Workshop, 2010 - Springer
prediction algorithm based on mobility trace of the mobile user. Our objective is to extend the
Global Mobility … We focused on enhancing the prediction accuracy when the mobile user is …

Mobility prediction clustering algorithm for UAV networking

C Zang, S Zang - 2011 IEEE Globecom Workshops (GC …, 2011 - ieeexplore.ieee.org
… , a mobility prediction clustering algorithm (MPCA… prediction algorithm and link expiration
time mobility model are applied in this clustering algorithm to solve the difficulty of high mobility

A hybrid Markov-based model for human mobility prediction

Y Qiao, Z Si, Y Zhang, FB Abdesslem, X Zhang, J Yang - Neurocomputing, 2018 - Elsevier
… The prediction accuracy of a simple Markov algorithm on our real dataset, can be improved
from 44.02% to 56.39% in our experiments. Overall, the contributions of this paper can be …

Mobility prediction in cellular network using hidden markov model

H Si, Y Wang, J Yuan, X Shan - 2010 7th IEEE consumer …, 2010 - ieeexplore.ieee.org
… A precise prediction algorithm is usually measured from two aspects: insensitive to outliers
and adaptive to new changing. In fact, these two characters contradict with each other, so …

Mobility prediction in mobile ad hoc networks using a lightweight genetic algorithm

R Suraj, S Tapaswi, S Yousef, KK Pattanaik, M Cole - Wireless Networks, 2016 - Springer
… to mobility prediction using movement history and existing concepts of genetic algorithms,
to improve the MANET routing algorithms. The proposed lightweight genetic algorithm