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Keywords: graph topology learning
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Journal Articles
Stanković Ljubiša, Danilo Mandic, Miloš Daković, Miloš Brajović, Bruno Scalzo, Shengxi Li, Anthony G. Constantinides
Foundations and Trends in Machine Learning (2020) 13 (2-3): 158–331.
Published: 22 December 2020
... the graph signal processing framework as follows: graph theory random data on graphs big data on graphs signal processing on graphs machine learning on graphs graph topology learning systems on graphs vertex-frequency estimation graph neural networks graphs and tensors Graphs...
Journal Articles
Ljubiša Stanković, Danilo Mandic, Miloš Daković, Miloš Brajović, Bruno Scalzo, Shengxi Li, Anthony G. Constantinides
Foundations and Trends in Machine Learning (2020) 13 (1): 1–157.
Published: 22 December 2020
... of processing Data on Graphs and Graph Topology Learning from data. © 2020 Ljubiša Stanković, Danilo Mandic, Miloš Dakovic, Miloš Brajović, Bruno Scalzo, Shengxi Li and Anthony G. Constantinides 2020 Ljubiša Stanković, Danilo Mandic, Miloš Dakovic, Miloš Brajović, Bruno Scalzo, Shengxi Li and Anthony G...
Journal Articles
Ljubiša Stanković, Danilo Mandic, Miloš Daković, Miloš Brajović, Bruno Scalzo, Shengxi Li, Anthony G. Constantinides
Foundations and Trends in Machine Learning (2020) 13 (4): 332–530.
Published: 22 December 2020
... with its graph specific variant, the graphical LASSO. For completeness, both variants of LASSO are derived in an intuitive way, starting from basic principles. An in-depth elaboration of the graph topology learning paradigm is provided through examples on physically well defined graphs, such as electric...
