Multiple Object Types KNN Search Using Network Voronoi Diagram

Existing work on k nearest neighbor (k NN) in spatial/mobile query processing focuses on single object types. Furthermore, they do not consider optimum path in KNN. In this paper, we focus on multiple type k NN whereby the interest points are of multiple types. Additionally, we also consider an optimum path to reach the interest points. We propose three different query types involving multiple object types. Our algorithms adopt the network Voronoi Diagram (NVD). We describe two ways to solve multiple types of KNN queries: one is to create NVD for each object type, and two is to create one NVD for all objects. The comparison between these two approaches is presented in performance evaluation section.

[1]  David Taniar,et al.  Optimal Broadcast Channel for Data Dissemination in Mobile Database Environment , 2003, APPT.

[2]  Yufei Tao,et al.  Query Processing in Spatial Network Databases , 2003, VLDB.

[3]  David Taniar,et al.  Mobile Data Mining by Location Dependencies , 2004, IDEAL.

[4]  Cyrus Shahabi,et al.  Voronoi-Based K Nearest Neighbor Search for Spatial Network Databases , 2004, VLDB.

[5]  Richard M. Everson,et al.  Intelligent Data Engineering and Automated Learning – IDEAL 2004 , 2004, Lecture Notes in Computer Science.

[6]  Stephen R. Gulliver,et al.  A context-aware Tour Guide: User implications , 2007, Mob. Inf. Syst..

[7]  David Taniar,et al.  Continuous Range Search Query Processing in Mobile Navigation , 2008, 2008 14th IEEE International Conference on Parallel and Distributed Systems.

[8]  Markus Aleksy,et al.  Architecture for the development of context-sensitive mobile applications , 2008, Mob. Inf. Syst..

[9]  Udo Winand,et al.  Mobile information systems for the private everyday life , 2007, Mob. Inf. Syst..

[10]  Fatos Xhafa,et al.  WIT: A wireless integrated traffic model , 2008, Mob. Inf. Syst..

[11]  Nick Roussopoulos,et al.  Nearest neighbor queries , 1995, SIGMOD '95.

[12]  Lakhmi C. Jain,et al.  Knowledge-Based Intelligent Information and Engineering Systems , 2004, Lecture Notes in Computer Science.

[13]  Maytham Safar,et al.  K nearest neighbor search in navigation systems , 2005, Mob. Inf. Syst..

[14]  Luo Yingwei,et al.  Spatial data channel in a mobile navigation system , 2005 .

[15]  Atsuyuki Okabe,et al.  Spatial Tessellations: Concepts and Applications of Voronoi Diagrams , 1992, Wiley Series in Probability and Mathematical Statistics.

[16]  David Taniar,et al.  Incremental k-Nearest-Neighbor Search on Road Networks , 2008, J. Interconnect. Networks.

[17]  David Taniar,et al.  Mining Frequency Pattern from Mobile Users , 2004, KES.

[18]  David Taniar,et al.  Computational Science and Its Applications - ICCSA 2005, International Conference, Singapore, May 9-12, 2005, Proceedings, Part I , 2005, ICCSA.