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Keywords: graph topology learning
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Journal Articles
Data Analytics on Graphs Part II: Signals on Graphs
Available to PurchaseStanković 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
... and A. G. Constantinides Licensed re-use rights only 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
Data Analytics on Graphs Part I: Graphs and Spectra on Graphs
Available to PurchaseLjubiša 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
Data Analytics on Graphs Part III: Machine Learning on Graphs, from Graph Topology to Applications
Available to PurchaseLjubiša 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...
