LNCS 2810 Clustering Mobile Trajectories for Resource Allocation in Mobile Environments 1st Edition by Dimitrios Katsaros, Alexandros Nanopoulos, Murat Karakaya, Gokhan Yavas, Özgür Ulusoy, Yannis Manolopoulos ISBN 3540452311 9783540452317

LNCS 2810 – Clustering Mobile Trajectories for Resource Allocation in Mobile Environments 1st Edition by Dimitrios Katsaros, Alexandros Nanopoulos, Murat Karakaya, Gokhan Yavas, Özgür Ulusoy, Yannis Manolopoulos – Ebook PDF Instant Download/Delivery. 3540452311, 9783540452317

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Product details:

ISBN 10: 3540452311

ISBN 13: 9783540452317

Author:  Dimitrios Katsaros, Alexandros Nanopoulos, Murat Karakaya, Gokhan Yavas, Özgür Ulusoy, Yannis Manolopoulos 

LNCS 2810 – Clustering Mobile Trajectories for Resource Allocation in Mobile Environments 1st Edition: The recent developments in computer and communication technologies gave rise to Personal Communication Systems. Due to the nature of the PCS, the bandwidth allocation problem arises, which is based on the notion of bandwidth-on-demand. We deal with the problem of how to predict the position of a mobile client. We propose a new algorithm, called DCP, to discover user mobility patterns from collections of recorded mobile trajectories and use them for the prediction of movements and dynamic allocation of resources. The performance of the proposed algorithm is examined against two baseline algorithms. The simulation results illustrate that the proposed algorithm achieves recall that is comparable to that of the baseline algorithms and substantial improvement in precision. This improvement guarantees very good predictions for resource allocation with the advantage of very low resource consumption.

 

LNCS 2810 – Clustering Mobile Trajectories for Resource Allocation in Mobile Environments 1st Edition Table of contents:

1 Introduction

2 Preliminaries

3 Problem Formulation

4 Dynamic Clustering-Based Prediction of Mobile-Client Movements

5 Performance Study

5.1 Sensitivity Experiments

5.2 Execution Time

6 Conclusions

 

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