Bridging the Gap between Spatial and Spectral Domains: A Unified Framework for Graph Neural Networks

Improved K‐means algorithm for clustering non‐spherical data

(2022) Honglei He et al.   EXPERT SYSTEMS

Graph neural network for traffic forecasting: A survey

(2022) Weiwei Jiang et al.   EXPERT SYSTEMS WITH APPLICATIONS

A Briefing Survey on Advances of Coupled Networks With Various Patterns

(2021) Gaogao Dong et al.   Frontiers in Physics

Networks beyond pairwise interactions: Structure and dynamics

(2020) Federico Battiston et al.   PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS

Hypergraph convolution and hypergraph attention

(2020) Song Bai et al.   PATTERN RECOGNITION

Attention Models in Graphs

(2019) John Boaz Lee et al.   ACM Transactions on Knowledge Discovery from Data

CayleyNets: Graph Convolutional Neural Networks With Complex Rational Spectral Filters

(2018) Ron Levie et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Simplicial closure and higher-order link prediction

(2018) Austin R. Benson et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Geometric Deep Learning: Going beyond Euclidean data

(2017) Michael M. Bronstein et al.   IEEE SIGNAL PROCESSING MAGAZINE

Autoregressive Moving Average Graph Filtering

(2017) Elvin Isufi et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Molecular graph convolutions: moving beyond fingerprints

(2016) Steven Kearnes et al.   JOURNAL OF COMPUTER-AIDED MOLECULAR DESIGN

The physics of spreading processes in multilayer networks

(2016) Manlio De Domenico et al.   Nature Physics

The role of symmetry in neural networks and their Laplacian spectra

(2016) Siemon C. de Lange et al.   NEUROIMAGE

Distributed Autoregressive Moving Average Graph Filters

(2015) Andreas Loukas et al.   IEEE SIGNAL PROCESSING LETTERS

Spectral Theory for Dynamics on Graphs Containing Attractive and Repulsive Interactions

(2014) Jared C. Bronski et al.   SIAM JOURNAL ON APPLIED MATHEMATICS

The emerging field of signal processing on graphs: Extending high-dimensional data analysis to networks and other irregular domains

(2013) D. I. Shuman et al.   IEEE SIGNAL PROCESSING MAGAZINE

A Spectral Graph Uncertainty Principle

(2013) Ameya Agaskar et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Wavelets on graphs via spectral graph theory

(2010) David K. Hammond et al.   APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS