Constructive Backpropagation for Recurrent Networks
Neural Processing Letters
How to Automate Neural Net Based Learning
MLDM '01 Proceedings of the Second International Workshop on Machine Learning and Data Mining in Pattern Recognition
ACMD: A Practical Tool for Automatic Neural Net Based Learning
ISMDA '01 Proceedings of the Second International Symposium on Medical Data Analysis
Mlps (mono layer polynomials and multi layer perceptrons) for nonlinear modeling
The Journal of Machine Learning Research
An incremental constructive layer algorithm for controller design
Design and application of hybrid intelligent systems
A cooperative constructive method for neural networks for pattern recognition
Pattern Recognition
Fast Constructive-Covering Algorithm for neural networks and its implement in classification
Applied Soft Computing
Comparing Combination Rules of Pairwise Neural Networks Classifiers
Neural Processing Letters
An empirical evaluation of constructive neural network algorithms in classification tasks
International Journal of Innovative Computing and Applications
Properties of the Hermite Activation Functions in a Neural Approximation Scheme
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part II
A New Constructive Algorithm for Designing and Training Artificial Neural Networks
Neural Information Processing
An Adaptively Constructing Multilayer Feedforward Neural Networks Using Hermite Polynomials
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Artificial Intelligence
IDEAL '08 Proceedings of the 9th International Conference on Intelligent Data Engineering and Automated Learning
International Journal of Systems Science
Engineering Applications of Artificial Intelligence
Neural architectures optimization and genetic algorithms
WSEAS Transactions on Computers
Neural network modeling of ambulatory systolic blood pressure for hypertension diagnosis
IWANN '03 Proceedings of the 7th International Work-Conference on Artificial and Natural Neural Networks: Part II: Artificial Neural Nets Problem Solving Methods
A new adaptive merging and growing algorithm for designing artificial neural networks
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
A decade of Kasabov's evolving connectionist systems: a review
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
The graph neural network model
IEEE Transactions on Neural Networks
IEEE Transactions on Neural Networks
A prediction interval-based approach to determine optimal structures of neural network metamodels
Expert Systems with Applications: An International Journal
Constructive Semi-Supervised Classification Algorithm and Its Implement in Data Mining
PReMI '09 Proceedings of the 3rd International Conference on Pattern Recognition and Machine Intelligence
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Pruned neural networks for regression
PRICAI'00 Proceedings of the 6th Pacific Rim international conference on Artificial intelligence
Artificial Intelligence Review
Recognition of finite structures with application to moving objects identification
ICAISC'10 Proceedings of the 10th international conference on Artificial intelligence and soft computing: Part I
Approximation of functions by multivariable hermite basis: a hybrid method
ICANNGA'11 Proceedings of the 10th international conference on Adaptive and natural computing algorithms - Volume Part I
A new hybrid ant colony optimization algorithm for feature selection
Expert Systems with Applications: An International Journal
A node pruning algorithm based on optimal brain surgeon for feedforward neural networks
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
An adaptive network topology for classification
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
A constructive algorithm for wavelet neural networks
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I
Simultaneous evolution of neural network topologies and weights for classification and regression
IWANN'05 Proceedings of the 8th international conference on Artificial Neural Networks: computational Intelligence and Bioinspired Systems
Selection of weights for sequential feed-forward neural networks: an experimental study
IWANN'05 Proceedings of the 8th international conference on Artificial Neural Networks: computational Intelligence and Bioinspired Systems
Comparing support vector machines and feed-forward neural networks with similar parameters
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Predictive neuro-control of uncertain systems: design and use of a neuro-optimizer
Automatica (Journal of IFAC)
Efficient web data classification techniques using semi-supervise learning algorithm
Proceedings of the 5th ACM COMPUTE Conference: Intelligent & scalable system technologies
Computer Methods and Programs in Biomedicine
Ontology alignment using artificial neural network for large-scale ontologies
International Journal of Metadata, Semantics and Ontologies
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In this survey paper, we review the constructive algorithms for structure learning in feedforward neural networks for regression problems. The basic idea is to start with a small network, then add hidden units and weights incrementally until a satisfactory solution is found. By formulating the whole problem as a state-space search, we first describe the general issues in constructive algorithms, with special emphasis on the search strategy. A taxonomy, based on the differences in the state transition mapping, the training algorithm, and the network architecture, is then presented