Comparing Structures Using a Hopfield-Style Neural Network
Applied Intelligence
Application of Cascade Correlation Networks for Structures toChemistry
Applied Intelligence
IEEE Transactions on Knowledge and Data Engineering
Simple Strategies to Encode Tree Automata in Sigmoid Recursive Neural Networks
IEEE Transactions on Knowledge and Data Engineering
Symbolic vs. Connectionist Learning: An Experimental Comparison in a Structured Domain
IEEE Transactions on Knowledge and Data Engineering
Incremental Syntactic Parsing of Natural Language Corpora with Simple Synchrony Networks
IEEE Transactions on Knowledge and Data Engineering
Clustering and Classification in Structured Data Domains Using Fuzzy Lattice Neurocomputing (FLN)
IEEE Transactions on Knowledge and Data Engineering
Adaptive Graphical Pattern Recognition Beyond Connectionist-Based Approaches
Proceedings of the Joint IAPR International Workshops on Advances in Pattern Recognition
Encoding Nondeterministic Finite-State Tree Automata in Sigmoid Recursive Neural Networks
Proceedings of the Joint IAPR International Workshops on Advances in Pattern Recognition
Description of Dynamic Structured Scenes by a SOM/ARSOM Hierarchy
ICANN '01 Proceedings of the International Conference on Artificial Neural Networks
Recursive Neural Networks Applied to Discourse Representation Theory
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
On Linear Separability of Sequences and Structures
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
Neural Networks for Adaptive Processing of Structured Data
ICANN '01 Proceedings of the International Conference on Artificial Neural Networks
On the Need for a Neural Abstract Machine
Sequence Learning - Paradigms, Algorithms, and Applications
Adaptive Processing of Tree-Structure Image Representation
PCM '01 Proceedings of the Second IEEE Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
A SOM/ARSOM Hierarchy for the Description of Dynamic Scenes
AI*IA 01 Proceedings of the 7th Congress of the Italian Association for Artificial Intelligence on Advances in Artificial Intelligence
Similarity learning for graph-based image representations
Pattern Recognition Letters - Special issue: Graph-based representations in pattern recognition
Efficient Learning in Adaptive Processing of Data Structures
Neural Processing Letters
The Journal of Machine Learning Research
Genetic Evolution Processing of Classification
IEEE Transactions on Knowledge and Data Engineering
Recursive neural networks learn to localize faces
Pattern Recognition Letters - Special issue: Artificial neural networks in pattern recognition
Recursive self-organizing network models
Neural Networks - 2004 Special issue: New developments in self-organizing systems
Universal Approximation Capability of Cascade Correlation for Structures
Neural Computation
Neural Networks - Special issue on neural networks and kernel methods for structured domains
2005 Special Issue: The loading problem for recursive neural networks
Neural Networks - Special issue on neural networks and kernel methods for structured domains
Neural Networks - Special issue on neural networks and kernel methods for structured domains
2005 Speical Issue: Graph kernels for chemical informatics
Neural Networks - Special issue on neural networks and kernel methods for structured domains
Facial emotion recognition by adaptive processing of tree structures
Proceedings of the 2006 ACM symposium on Applied computing
Distributed recursive learning for shape recognition through multiscale trees
Image and Vision Computing
Probabilistic based recursive model for adaptive processing of data structures
Expert Systems with Applications: An International Journal
Structure clustering for Chinese patent documents
Expert Systems with Applications: An International Journal
Efficient Computation of Recursive Principal Component Analysis for Structured Input
ECML '07 Proceedings of the 18th European conference on Machine Learning
A local experts organization model with application to face emotion recognition
Expert Systems with Applications: An International Journal
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
Uninorm Based Fuzzy Network for Tree Data Structures
WILF '09 Proceedings of the 8th International Workshop on Fuzzy Logic and Applications
Recursive Neural Networks for Undirected Graphs for Learning Molecular Endpoints
PRIB '09 Proceedings of the 4th IAPR International Conference on Pattern Recognition in Bioinformatics
On the efficient classification of data structures by neural networks
IJCAI'97 Proceedings of the Fifteenth international joint conference on Artifical intelligence - Volume 2
Classification of graphical data made easy
Neurocomputing
The graph neural network model
IEEE Transactions on Neural Networks
Computational capabilities of graph neural networks
IEEE Transactions on Neural Networks
Neural network for graphs: a contextual constructive approach
IEEE Transactions on Neural Networks
Proceedings of the 2009 conference on Computational Intelligence and Bioengineering: Essays in Memory of Antonina Starita
Proceedings of the 2009 conference on Computational Intelligence and Bioengineering: Essays in Memory of Antonina Starita
A Maximum-Likelihood Connectionist Model for Unsupervised Learning over Graphical Domains
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I
Tree structures with attentive objects for image classification using a neural network
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
A competitive winner-takes-all architecture for classification and pattern recognition of structures
GbRPR'03 Proceedings of the 4th IAPR international conference on Graph based representations in pattern recognition
Formal determination of context in contextual recursive cascade correlation networks
ICANN/ICONIP'03 Proceedings of the 2003 joint international conference on Artificial neural networks and neural information processing
A simple and effective neural model for the classification of structured patterns
KES'07/WIRN'07 Proceedings of the 11th international conference, KES 2007 and XVII Italian workshop on neural networks conference on Knowledge-based intelligent information and engineering systems: Part I
Adaptive self-scaling non-monotone BFGS training algorithm for recurrent neural networks
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
Unbiased SVM density estimation with application to graphical pattern recognition
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
Recursive principal component analysis of graphs
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
An overview of AI research in Italy
Artificial intelligence
IEEE Computational Intelligence Magazine
Learning ontology alignments using recursive neural networks
ICANN'05 Proceedings of the 15th international conference on Artificial neural networks: formal models and their applications - Volume Part II
ISNN'05 Proceedings of the Second international conference on Advances in neural networks - Volume Part II
Object recognition by recursive learning of multiscale trees
WILF'03 Proceedings of the 5th international conference on Fuzzy Logic and Applications
A new neural network model for contextual processing of graphs
WIRN'05 Proceedings of the 16th Italian conference on Neural Nets
Recursive neural networks and graphs: dealing with cycles
WIRN'05 Proceedings of the 16th Italian conference on Neural Nets
Structured-Based neural network classification of images using wavelet coefficients
ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II
Exact solutions for recursive principal components analysis of sequences and trees
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part I
Recognition of sequences of graphical patterns
ANNPR'10 Proceedings of the 4th IAPR TC3 conference on Artificial Neural Networks in Pattern Recognition
Probabilistic based recursive model for face recognition
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
Classifying relational data with neural networks
ILP'05 Proceedings of the 15th international conference on Inductive Logic Programming
Towards the unification of structural and statistical pattern recognition
Pattern Recognition Letters
Neurocomputing
An input-output hidden Markov model for tree transductions
Neurocomputing
Improvement of panchromatic IKONOS image classification based on structural neural network
ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part I
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Standard neural networks and statistical methods are usually believed to be inadequate when dealing with complex structures because of their feature-based approach. In fact, feature-based approaches usually fail to give satisfactory solutions because of the sensitivity of the approach to the a priori selection of the features, and the incapacity to represent any specific information on the relationships among the components of the structures. However, we show that neural networks can, in fact, represent and classify structured patterns. The key idea underpinning our approach is the use of the so called “generalized recursive neuron”, which is essentially a generalization to structures of a recurrent neuron. By using generalized recursive neurons, all the supervised networks developed for the classification of sequences, such as backpropagation through time networks, real-time recurrent networks, simple recurrent networks, recurrent cascade correlation networks, and neural trees can, on the whole, be generalized to structures. The results obtained by some of the above networks (with generalized recursive neurons) on the classification of logic terms are presented