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
Link To Document