Counting Substructures with Higher-Order Graph Neural Networks: Possibility and Impossibility Results.
Behrooz TahmasebiStefanie JegelkaPublished in: CoRR (2020)
Keyphrases
- higher order
- neural network
- graph mining
- structured data
- substructure discovery
- graph data
- graph databases
- graph theory
- graph representation
- high order
- natural images
- neural nets
- random walk
- pattern recognition
- data structure
- graph structure
- structural patterns
- low order
- graph matching
- weighted graph
- higher order relations
- neural network model
- conditional random fields
- back propagation
- fuzzy logic
- artificial neural networks
- pairwise
- directed graph
- connected components
- multi layer
- fuzzy systems
- graph model
- multilayer perceptron
- image segmentation
- genetic algorithm
- social networks
- graph based algorithm
- lower order
- graph construction
- markov random field