Spectral partitioning, eigenvalue bounds, and circle packings for graphs of bounded genus
Thesis (S.M.)--Massachusetts Institute of Technology, Dept. of Electrical Engineering and Computer Science, 2005.
| Main Author: | |
|---|---|
| Other Authors: | |
| Format: | Thesis |
| Language: | eng |
| Published: |
Massachusetts Institute of Technology
2006
|
| Subjects: | |
| Online Access: | http://hdl.handle.net/1721.1/30169 |
| _version_ | 1811097915765030912 |
|---|---|
| author | Kelner, Jonathan, 1980- |
| author2 | Daniel Spielman. |
| author_facet | Daniel Spielman. Kelner, Jonathan, 1980- |
| author_sort | Kelner, Jonathan, 1980- |
| collection | MIT |
| description | Thesis (S.M.)--Massachusetts Institute of Technology, Dept. of Electrical Engineering and Computer Science, 2005. |
| first_indexed | 2024-09-23T17:07:00Z |
| format | Thesis |
| id | mit-1721.1/30169 |
| institution | Massachusetts Institute of Technology |
| language | eng |
| last_indexed | 2024-09-23T17:07:00Z |
| publishDate | 2006 |
| publisher | Massachusetts Institute of Technology |
| record_format | dspace |
| spelling | mit-1721.1/301692019-04-12T16:03:30Z Spectral partitioning, eigenvalue bounds, and circle packings for graphs of bounded genus Kelner, Jonathan, 1980- Daniel Spielman. Massachusetts Institute of Technology. Dept. of Electrical Engineering and Computer Science. Massachusetts Institute of Technology. Dept. of Electrical Engineering and Computer Science. Electrical Engineering and Computer Science. Thesis (S.M.)--Massachusetts Institute of Technology, Dept. of Electrical Engineering and Computer Science, 2005. Includes bibliographical references (leaves 37-39). In this paper, we address two longstanding questions about finding good separators in graphs of bounded genus and degree: 1. It is a classical result of Gilbert, Hutchinson, and Tarjan [12] that one can find asymptotically optimal separators on these graphs if he is given both the graph and an embedding of it onto a low genus surface. Does there exist a simple, efficient algorithm to find these separators given only the graph and not the embedding? 2. In practice, spectral partitioning heuristics work extremely well on these graphs. Is there a theoretical reason why this should be the case? We resolve these two questions by showing that a simple spectral algorithm finds separators of cut ratio O(sqrt(g/n)) and vertex bisectors of size O(sqrt(gn)) in these graphs, both of which are optimal. As our main technical lemma, we prove an O(g/n) bound on the second smallest eigenvalue of the Laplacian of such graphs and show that this is tight, thereby resolving a conjecture of Spielman and Teng. While this lemma is essentially combinatorial in nature, its proof comes from continuous mathematics, drawing on the theory of circle packings and the geometry of compact Riemann surfaces. by Jonathan Kelner. S.M. 2006-03-24T18:26:04Z 2006-03-24T18:26:04Z 2005 2005 Thesis http://hdl.handle.net/1721.1/30169 60678254 eng M.I.T. theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. See provided URL for inquiries about permission. http://dspace.mit.edu/handle/1721.1/7582 39 leaves 1794456 bytes 1796720 bytes application/pdf application/pdf application/pdf Massachusetts Institute of Technology |
| spellingShingle | Electrical Engineering and Computer Science. Kelner, Jonathan, 1980- Spectral partitioning, eigenvalue bounds, and circle packings for graphs of bounded genus |
| title | Spectral partitioning, eigenvalue bounds, and circle packings for graphs of bounded genus |
| title_full | Spectral partitioning, eigenvalue bounds, and circle packings for graphs of bounded genus |
| title_fullStr | Spectral partitioning, eigenvalue bounds, and circle packings for graphs of bounded genus |
| title_full_unstemmed | Spectral partitioning, eigenvalue bounds, and circle packings for graphs of bounded genus |
| title_short | Spectral partitioning, eigenvalue bounds, and circle packings for graphs of bounded genus |
| title_sort | spectral partitioning eigenvalue bounds and circle packings for graphs of bounded genus |
| topic | Electrical Engineering and Computer Science. |
| url | http://hdl.handle.net/1721.1/30169 |
| work_keys_str_mv | AT kelnerjonathan1980 spectralpartitioningeigenvalueboundsandcirclepackingsforgraphsofboundedgenus |