TY - GEN
T1 - A unified view of diffusion maps and signal processing on graphs
AU - Heimowitz, Ayelet
AU - Eldar, Yonina C.
N1 - Publisher Copyright:
© 2017 IEEE.
PY - 2017/9/1
Y1 - 2017/9/1
N2 - In this paper we explore the connection between diffusion maps and signal processing on graphs. We aim to create a common terminology for both approaches and formulate the diffusion map interpretation of operations developed for signal processing. In particular we show the advantages of using the transition matrix of a Markov chain defined on the graph as the graph shift operator in the signal processing on graphs framework.
AB - In this paper we explore the connection between diffusion maps and signal processing on graphs. We aim to create a common terminology for both approaches and formulate the diffusion map interpretation of operations developed for signal processing. In particular we show the advantages of using the transition matrix of a Markov chain defined on the graph as the graph shift operator in the signal processing on graphs framework.
UR - https://www.scopus.com/pages/publications/85031703423
U2 - 10.1109/SAMPTA.2017.8024401
DO - 10.1109/SAMPTA.2017.8024401
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AN - SCOPUS:85031703423
T3 - 2017 12th International Conference on Sampling Theory and Applications, SampTA 2017
SP - 308
EP - 312
BT - 2017 12th International Conference on Sampling Theory and Applications, SampTA 2017
A2 - Anbarjafari, Gholamreza
A2 - Kivinukk, Andi
A2 - Tamberg, Gert
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 12th International Conference on Sampling Theory and Applications, SampTA 2017
Y2 - 3 July 2017 through 7 July 2017
ER -