Surveys

Books/Chapters (2)

A. Ortega, “Introduction to Graph Signal Processing”, Cambridge University Press, June 2021. 

W. Martins, J. Lima, C. Richard, S. Chatzinotas, “A Primer on Graph Signal Processing”, Chapter 14, ELSEVIER Signal Processing and Machine Learning Theory, 2024.

Papers (12)

D. Shuman, S. Narang, P. Frossard, A. Ortega, P. Vandergheynst, "The  emerging field of signal processing on graphs: Extending high-dimensional data analysis to networks and other irregular domains", IEEE signal processing magazine, Volume 30, No. 3, 2013.

A. Ortega, P. Frossard, J. Kovačević, J.  Moura, P. Vandergheynst, "Graph Signal Processing: Overview, Challenges, and Applications”, Proceedings of the IEEE, Volume 106, No. 5, pages 808-828, May 2018.

A. Subbareddy, P Reddy, A. Siripuram, J. Zhang, "A survey of signal processing based graph learning techniques”, International Conference on Industrial Artificial Intelligence, IAI 2019, pages 1-6, Shenyang, China, 2019.

L. Stankovic, D. Mandic, M. Dakovic, M. Brajovic, B. Scalzo, S. Li, A. Constantinides,"Data analytics on graphs Part I : Graphs and spectra on graphs", Foundations and Trends in Machine Learning, Volume 13, No. 1, pages 1-157, 2020. 

L. Stankovic, D. Mandic, M. Dakovic, M. Brajovic, B. Scalzo, S. Li, A. Constantinides, "Data analytics on graphs Part II: Signals on graphs", Foundations and Trends® in Machine Learning, Volume13, No. 2–3, pages 158-331, 2020.

L. Stankovic, D. Mandic, M. Dakovic, M. Brajovic, B. Scalzo, S. Li, A. Constantinides, "Data analytics on graphs Part III: machine learning on graphs, from graph topology to applications, Foundations and Trends in Machine Learning, Volume 13, No. 4, pages 332-530, 2020.

Y. Chong, Y. Ding, Q. Yan, S. Pan, "Graph-based semi-supervised learning: A  review", Neurocomputing, pages 216–230, 2020.

Y. Tanaka, Y. Eldar, A. Ortega, G. Cheung, "Sampling on Graphs: From Theory to Applications", IEEE Signal Processing Magazine, Volume 37,  No.6,  pages 14-30, November 2020.

F.  Xia, K. Sun, S. Yu, A. Aziz, L. Wan, S. Pan, H. Liu, "Graph learning: A survey", IEEE Transactions on Artificial Intelligence, Volume 2, No. 2, pages 109–127, 2021.

Z. Song, X. Yang, Z. Xu, I. King, "Graph-based semi-supervised learning: A comprehensive review", IEEE Transactions on Neural Networks and Learning Systems, 2022.

W. Rosa, P. Dantas, C. Carvalho, "Graph Signal Processing and Applications: A Survey", IEEE International Conference on Consumer Electronics, ICCE 2022, pages 1-4, 2022.

G. Leus, A. Marques, J.  Moura, A. Ortega,  D.  Shuman, "Graph Signal Processing: History, development, impact, and outlook", IEEE Signal Processing Magazine, Volume 40, No. 4, pages 49-60, June 2023.