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Keywords: signal processing on graphs
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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
.... Brajović, B. Scalzo, S. Li 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...
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
... on these concepts to address the algorithmic and practical issues related to data/signal processing on graphs, with the focus on the analysis and estimation of both deterministic and random data on graphs. The fundamental ideas related to graph signals are introduced through a simple and intuitive, yet general...
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
.... 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. Data analytics on graphs...
