Conference proceeding
Optimal Random Matchings on Trees and Applications
APPROXIMATION RANDOMIZATION AND COMBINATORIAL OPTIMIZATION: ALGORITHMS AND TECHNIQUES, PROCEEDINGS, v 5171, pp 254-265
01 Jan 2008
Abstract
In this paper we will consider tight upper and lower bounds on the weight of the optimal matching for random point sets distributed among the leaves of a tree, as a function of its cardinality. Specifically, given two n sets of points R = {r(1),..., r(n)} and B = {b(1),...,b(n)} distributed uniformly and randomly on the m leaves of lambda-Hierarchically Separated Trees with branching factor b such that each of its leaves is at depth delta, we will prove that the expected weight of optimal matching between R and B is Theta(root nb Sigma(h)(kappa=1) (root b lambda)(kappa)), for h = min(delta, log(b) n). Using a simple embedding algorithm from R-d to HSTs, we are able to reproduce the results concerning the expected optimal transportation cost in [0, 1](d), except for d = 2. We also show that giving random weights to the points does not affect the expected matching weight by more than a constant factor. Finally, we prove upper bounds on several sets for which showing reasonable matching results would previously have been intractable, e.g., the Cantor set, and various fractals.
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Details
- Title
- Optimal Random Matchings on Trees and Applications
- Creators
- Jeff Abrahamson - Drexel UniversityBela Csaba - Western Kentucky UniversityAli Shokoufandeh - Drexel University
- Contributors
- A Goel (Editor)K Jansen (Editor)JDP Rolim (Editor)R Rubinfeld (Editor)
- Publication Details
- APPROXIMATION RANDOMIZATION AND COMBINATORIAL OPTIMIZATION: ALGORITHMS AND TECHNIQUES, PROCEEDINGS, v 5171, pp 254-265
- Series
- Lecture Notes in Computer Science
- Publisher
- Springer Nature
- Number of pages
- 3
- Grant note
- N000140410363 / ONR; Office of Naval Research IIS-0456001 / NSF; National Science Foundation (NSF)
- Resource Type
- Conference proceeding
- Language
- English
- Academic Unit
- Computer Science
- Web of Science ID
- WOS:000260573700021
- Scopus ID
- 2-s2.0-51849097750
- Other Identifier
- 991019170451904721
InCites Highlights
Data related to this publication, from InCites Benchmarking & Analytics tool:
- Collaboration types
- Domestic collaboration
- Web of Science research areas
- Computer Science, Theory & Methods
- Mathematics, Applied