<?xml version='1.0' encoding='utf-8'?>
<mods xmlns="http://www.loc.gov/mods/v3" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" version="3.7" xsi:schemaLocation="http://www.loc.gov/mods/v3 http://www.loc.gov/standards/mods/v3/mods-3-7.xsd">
  <titleInfo>
    <title>GRAPH PARTITIONING WITH EIGENVECTORS</title>
  </titleInfo>
  <name>
    <role>
      <roleTerm type="text" authority="marcrelator" authorityURI="http://id.loc.gov/vocabulary/relators" valueURI="http://id.loc.gov/vocabulary/relators/cre">creator</roleTerm>
    </role>
    <namePart>Panek, James</namePart>
  </name>
  <name authority="wikidata" authorityURI="https://www.wikidata.org" valueURI="https://www.wikidata.org/wiki/Q131721215">
    <role>
      <roleTerm type="text" authority="marcrelator" authorityURI="http://id.loc.gov/vocabulary/relators" valueURI="http://id.loc.gov/vocabulary/relators/ths">advisor</roleTerm>
    </role>
    <namePart>Ellis, Robert</namePart>
  </name>
  <abstract>The Cheeger constant of a graph quantities how well a graph can be cut yield- ing two (typically) large vertex sets by a small edge cut. Lower and upper bounds have been developed using the eigenvalues and eigenvectors of the normalized Laplacian matrix of the graph. Here a classic sweep algorithm is studied using linear combinations of eigenvectors, specifically the columns of approximate discrete Green's functions. It is then shown, statistically on certain families of random graphs following a stochastic block model, that it is enough to use two eigenvalues and vectors to improve this classic algorithm's upper bound in most cases.</abstract>
  <note type="provenance">Submitted by Erma Thomas (thomase@iit.edu) on 2017-11-03T21:29:58Z No. of bitstreams: 1 etdadmin_upload_498502.zip: 894203 bytes, checksum: c180624e47dce3fdab60ef5d9ed5b1f4 (MD5)</note>
  <note type="provenance">Made available in DSpace on 2017-11-03T21:29:58Z (GMT). No. of bitstreams: 1 etdadmin_upload_498502.zip: 894203 bytes, checksum: c180624e47dce3fdab60ef5d9ed5b1f4 (MD5) Previous issue date: 2017-05</note>
  <note type="thesis">M.S. in Applied Mathematics, May 2017</note>
  <originInfo>
    <dateCaptured>2017</dateCaptured>
  </originInfo>
  <originInfo>
    <dateCreated keyDate="yes">2017-05</dateCreated>
  </originInfo>
  <identifier type="hdl">http://hdl.handle.net/10560/4154</identifier>
  <language>
    <languageTerm type="code" authority="rfc3066">en</languageTerm>
  </language>
  <subject>
    <topic>Cheeger value</topic>
  </subject>
  <subject>
    <topic>Green's function</topic>
  </subject>
  <subject>
    <topic>Normalized Laplacian</topic>
  </subject>
  <typeOfResource authority="coar" valueURI="http://purl.org/coar/resource_type/c_46ec">Thesis</typeOfResource>
  <physicalDescription>
    <digitalOrigin>born digital</digitalOrigin>
    <internetMediaType>application/pdf</internetMediaType>
  </physicalDescription>
  <accessCondition type="useAndReproduction" displayLabel="rightsstatements.org">In Copyright</accessCondition>
  <accessCondition type="useAndReproduction" displayLabel="rightsstatements.orgURI">http://rightsstatements.org/page/InC/1.0/</accessCondition>
  <accessCondition type="restrictionOnAccess">Restricted Access</accessCondition>
  <name type="corporate">
    <namePart>MATH / Applied Mathematics</namePart>
    <affiliation>Illinois Institute of Technology</affiliation>
    <role>
      <roleTerm type="text">Affiliated department</roleTerm>
    </role>
  </name>
</mods>