Title :
Balls Hierarchy: A Proximity Query for Metric Spaces and Covering Theorem
Author_Institution :
Comput. Sci. Dept., Univ. of Central Arkansas, Conway, AR, USA
Abstract :
In recent years, considerable advances have been made in the field of storing and processing moving data points. Data structures that discretely update moving objects or points are called Kinetic Data Structures. A particular type of data structure that constructs geometric spanner for moving point sets is called Deformable Spanner. This paper explores the underlying philosophy of deformable spanner and describes its rudiments. Deformable Spanners create a multi-resolution hierarchical subgraph that reflects a great deal about the original graph while maintaining all the existing proximity information in the graph. This proximity information plays a crucial role in wide variety of application areas, such as fast similarity queries in metric spaces, clustering in both dynamic and static multidimensional data, and cartographic representation of the complex networks. The motivation behind our work is twofold: first, to provide comprehensive understanding of the deformable spanner with sample illustrations without sacrificing depth of coverage; second, to analyze and improve deformable spanner´s covering property for 2D case in Euclidean space.
Keywords :
data structures; graph theory; Euclidean space; balls hierarchy; cartographic representation; complex networks; covering theorem; deformable spanner; dynamic multidimensional data; kinetic data structures; metric spaces; multiresolution hierarchical subgraph; proximity information; proximity query; similarity queries; static multidimensional data; Complex networks; Computer science; Data structures; Extraterrestrial measurements; Geographic Information Systems; Information systems; Kinetic theory; Multidimensional systems; Nearest neighbor searches; Traffic control; balls hierarchy; collision detections; deformable spanner; geometric spanner; kinetic data structures; nearest neighbor search; range queries;
Conference_Titel :
Network-Based Information Systems, 2009. NBIS '09. International Conference on
Conference_Location :
Indianapolis, IN
Print_ISBN :
978-1-4244-4746-6
Electronic_ISBN :
978-0-7695-3767-2
DOI :
10.1109/NBiS.2009.100