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Keywords: signal processing on graphs
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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
... 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 is a multidisciplinary research area...
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
... 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
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
... = { 1 r m n , for r m n ≤ κ 0 , for r m n > κ or m = n . 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...
