Real and complex analysis, 3rd ed.
Real and complex analysis, 3rd ed.
Neural networks for control
Parallel distributed processing: explorations in the microstructure of cognition, vol. 1: foundations
The cascade-correlation learning architecture
Advances in neural information processing systems 2
The anatomy of a large-scale hypertextual Web search engine
WWW7 Proceedings of the seventh international conference on World Wide Web 7
Efficient crawling through URL ordering
WWW7 Proceedings of the seventh international conference on World Wide Web 7
Authoritative sources in a hyperlinked environment
Journal of the ACM (JACM)
Web page scoring systems for horizontal and vertical search
Proceedings of the 11th international conference on World Wide Web
Proceedings of the 11th international conference on World Wide Web
Neural Networks for Pattern Recognition
Neural Networks for Pattern Recognition
Neural Networks: A Comprehensive Foundation
Neural Networks: A Comprehensive Foundation
Introduction to Bayesian Networks
Introduction to Bayesian Networks
A Graphical Representation of the State Spaces of Hierarchical Level-of-Detail Scene Descriptions
IEEE Transactions on Visualization and Computer Graphics
ECML '93 Proceedings of the European Conference on Machine Learning
Logo Recognition by Recursive Neural Networks
GREC '97 Selected Papers from the Second International Workshop on Graphics Recognition, Algorithms and Systems
Feature Construction with Version Spaces for Biochemical Applications
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Diffusion Kernels on Graphs and Other Discrete Input Spaces
ICML '02 Proceedings of the Nineteenth International Conference on Machine Learning
Learning to Create Customized Authority Lists
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Recursive Neural Networks Applied to Discourse Representation Theory
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
Tutorial Introduction to Graph Transformation: A Software Engineering Perspective
ICGT '02 Proceedings of the First International Conference on Graph Transformation
Inductive Learning in Symbolic Domains Using Structure-Driven Recurrent Neural Networks
KI '96 Proceedings of the 20th Annual German Conference on Artificial Intelligence: Advances in Artificial Intelligence
Using Logical Decision Trees for Clustering
ILP '97 Proceedings of the 7th International Workshop on Inductive Logic Programming
ALT '96 Proceedings of the 7th International Workshop on Algorithmic Learning Theory
A system for graph-based visualization of the evolution of software
Proceedings of the 2003 ACM symposium on Software visualization
Scaling personalized web search
WWW '03 Proceedings of the 12th international conference on World Wide Web
WWW '03 Proceedings of the 12th international conference on World Wide Web
Graph-based generation of referring expressions
Computational Linguistics
The Journal of Machine Learning Research
Computing personalized pageranks
Proceedings of the 13th international World Wide Web conference on Alternate track papers & posters
Kernels and Distances for Structured Data
Machine Learning
Graph Neural Networks for Ranking Web Pages
WI '05 Proceedings of the 2005 IEEE/WIC/ACM International Conference on Web Intelligence
A supervised training algorithm for self-organizing maps for structures
Pattern Recognition Letters - Special issue: Artificial neural networks in pattern recognition
Recursive neural networks learn to localize faces
Pattern Recognition Letters - Special issue: Artificial neural networks in pattern recognition
Neural Networks - Special issue on neural networks and kernel methods for structured domains
Learning to rank networked entities
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Computing customized page ranks
ACM Transactions on Internet Technology (TOIT)
Logical and Relational Learning: From ILP to MRDM (Cognitive Technologies)
Logical and Relational Learning: From ILP to MRDM (Cognitive Technologies)
Convolution kernels with feature selection for natural language processing tasks
ACL '04 Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics
Introduction to Statistical Relational Learning (Adaptive Computation and Machine Learning)
Introduction to Statistical Relational Learning (Adaptive Computation and Machine Learning)
Graph Neural Networks for Object Localization
Proceedings of the 2006 conference on ECAI 2006: 17th European Conference on Artificial Intelligence August 29 -- September 1, 2006, Riva del Garda, Italy
Computational capabilities of graph neural networks
IEEE Transactions on Neural Networks
Machine learning for systems biology
ILP'05 Proceedings of the 15th international conference on Inductive Logic Programming
IEEE Transactions on Neural Networks
Supervised neural networks for the classification of structures
IEEE Transactions on Neural Networks
A general framework for adaptive processing of data structures
IEEE Transactions on Neural Networks
Processing directed acyclic graphs with recursive neural networks
IEEE Transactions on Neural Networks
A self-organizing map for adaptive processing of structured data
IEEE Transactions on Neural Networks
Universal approximation using incremental constructive feedforward networks with random hidden nodes
IEEE Transactions on Neural Networks
A Neuro Fuzzy Approach for Handling Structured Data
SUM '08 Proceedings of the 2nd international conference on Scalable Uncertainty Management
Graph self-organizing maps for cyclic and unbounded graphs
Neurocomputing
Computational capabilities of graph neural networks
IEEE Transactions on Neural Networks
A ConceptLink graph for text structure mining
ACSC '09 Proceedings of the Thirty-Second Australasian Conference on Computer Science - Volume 91
Sentence extraction by graph neural networks
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part III
Web spam detection by probability mapping graphSOMs and graph neural networks
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part II
Speeding up graph edit distance computation through fast bipartite matching
GbRPR'11 Proceedings of the 8th international conference on Graph-based representations in pattern recognition
Processing acyclic data structures using modified self-organizing maps
IWANN'11 Proceedings of the 11th international conference on Artificial neural networks conference on Advances in computational intelligence - Volume Part II
Towards the unification of structural and statistical pattern recognition
Pattern Recognition Letters
Neurocomputing
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Many underlying relationships among data in several areas of science and engineering, e.g., computer vision, molecular chemistry, molecular biology, pattern recognition, and data mining, can be represented in terms of graphs. In this paper, we propose a new neural network model, called graph neural network (GNN) model, that extends existing neural network methods for processing the data represented in graph domains. This GNN model, which can directly process most of the practically useful types of graphs, e.g., acyclic, cyclic, directed, and undirected, implements a function τ(G, n) ∈IRm that maps a graph G and one of its nodes n into an m-dimensional Euclidean space. A supervised learning algorithm is derived to estimate the parameters of the proposed GNN model. The computational cost of the proposed algorithm is also considered. Some experimental results are shown to validate the proposed learning algorithm, and to demonstrate its generalization capabilities.