• DocumentCode
    272149
  • Title

    On the definiteness of the weighted Laplacian and its connection to effective resistance

  • Author

    Zelazo, Daniel ; Bürger, Mathias

  • Author_Institution
    Fac. of Aerosp. Eng., Technion - Israel Inst. of Technol., Haifa, Israel
  • fYear
    2014
  • fDate
    15-17 Dec. 2014
  • Firstpage
    2895
  • Lastpage
    2900
  • Abstract
    This work explores the definiteness of the weighted graph Laplacian matrix with negative edge weights. The definiteness of the weighted Laplacian is studied in terms of certain matrices that are related via congruent and similarity transformations. For a graph with a single negative weight edge, we show that the weighted Laplacian becomes indefinite if the magnitude of the negative weight is less than the inverse of the effective resistance between the two incident nodes. This result is extended to multiple negative weight edges. The utility of these results are demonstrated in a weighted consensus network where appropriately placed negative weight edges can induce a clustering behavior for the protocol.
  • Keywords
    matrix algebra; pattern clustering; clustering behavior; negative edge weights; similarity transformations; weighted consensus network; weighted graph Laplacian matrix; Eigenvalues and eigenfunctions; Laplace equations; Protocols; Resistance; Resistors; Symmetric matrices; Trajectory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control (CDC), 2014 IEEE 53rd Annual Conference on
  • Conference_Location
    Los Angeles, CA
  • Print_ISBN
    978-1-4799-7746-8
  • Type

    conf

  • DOI
    10.1109/CDC.2014.7039834
  • Filename
    7039834