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 :
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