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Keywords: graph theory
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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
... domains (such as social networks, various ad-hoc sensor networks). Yet, despite the long history of Graph Theory, current approaches tend to focus on aspects of optimisation of graphs themselves rather than on eliciting strategies relevant to the objective application of the graph paradigm...
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...
