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Deformable spanners and applications
Jie Gao1, Leonidas J Guibas, An Nguyen
1Department of Computer Science, Stony Brook University, Stony Brook, NY 11794, USA.
This study introduces a new sparse (1 + ε)-spanner for point sets, efficiently maintained under dynamic changes and point motion. This deformable spanner enables efficient kinetic algorithms for proximity problems.
Area of Science:
- Computational Geometry
- Data Structures
- Algorithms
Background:
- Geometric spanners are crucial for approximating distances in point sets.
- Existing spanners often lack efficiency in dynamic or kinetic settings.
- Maintaining proximity information under point movement is a significant challenge.
Purpose of the Study:
- To propose a novel sparse (1 + ε)-spanner with a reduced number of edges.
- To develop a spanner that is efficiently maintainable under dynamic point insertions/deletions and continuous motion.
- To provide efficient kinetic algorithms for various proximity problems using the proposed spanner.
Main Methods:
- Introduction of a new sparse (1 + ε)-spanner with O(n/ε(d)) edges.
- Development of efficient maintenance strategies for dynamic point sets.
- Adaptation for kinetic data structures and a novel blackbox displacement model.
- Application to problems like closest pair and approximate nearest neighbor search.
Main Results:
- A sparse (1 + ε)-spanner with provably efficient edge complexity.
- Demonstrated efficient maintenance under dynamic point operations.
- Successful application in developing efficient kinetic algorithms for proximity queries.
- Encoding of proximity information in deforming point clouds.
Conclusions:
- The proposed deformable spanner offers a robust and efficient solution for dynamic and kinetic proximity problems.
- This work advances the state-of-the-art in maintaining geometric information in changing point sets.
- The framework facilitates efficient solutions for fundamental computational geometry problems.
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