Attractor dynamics and parallelism in a connectionist sequential machine
Artificial neural networks
Genetic programming: on the programming of computers by means of natural selection
Genetic programming: on the programming of computers by means of natural selection
Automatic definition of modular neural networks
Adaptive Behavior
Genetic programming: an introduction: on the automatic evolution of computer programs and its applications
Symbiotic evolution of neural networks in sequential decision tasks
Symbiotic evolution of neural networks in sequential decision tasks
Towards designing artificial neural networks by evolution
Applied Mathematics and Computation - Special issue on articficial life and robotics
RuleViz: a model for visualizing knowledge discovery process
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Evolving the Topology and the Weights of Neural Networks Using a Dual Representation
Applied Intelligence
The Advantages of Landscape Neutrality in Digital Circuit Evolution
ICES '00 Proceedings of the Third International Conference on Evolvable Systems: From Biology to Hardware
Proceedings of the European Conference on Genetic Programming
Neutrality and the Evolvability of Boolean Function Landscape
EuroGP '01 Proceedings of the 4th European Conference on Genetic Programming
Efficient Reinforcement Learning Through Evolving Neural Network Topologies
GECCO '02 Proceedings of the Genetic and Evolutionary Computation Conference
Evolution of Neural Networks for the Detection of Breast Cancer
INTSYS '98 Proceedings of the IEEE International Joint Symposia on Intelligence and Systems
Coordinating multi-rover systems: evaluation functions for dynamic and noisy environments
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Neuroevolution of an automobile crash warning system
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Adaptive Approximation Based Control: Unifying Neural, Fuzzy and Traditional Adaptive Approximation Approaches (Adaptive and Learning Systems for Signal Processing, Communications and Control Series)
Breast cancer diagnosis using genetic programming generated feature
Pattern Recognition
A novel generative encoding for exploiting neural network sensor and output geometry
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Solving real-valued optimisation problems using cartesian genetic programming
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Neural-Based Learning Classifier Systems
IEEE Transactions on Knowledge and Data Engineering
Accelerated Neural Evolution through Cooperatively Coevolved Synapses
The Journal of Machine Learning Research
Structural and Parametric Evolution of Continuous-Time Recurrent Neural Networks
SBRN '08 Proceedings of the 2008 10th Brazilian Symposium on Neural Networks
Free lunches for neural network search
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
A comparison between cellular encoding and direct encoding for genetic neural networks
GECCO '96 Proceedings of the 1st annual conference on Genetic and evolutionary computation
Connectionist theory refinement: genetically searching the space of network topologies
Journal of Artificial Intelligence Research
Solving non-Markovian control tasks with neuroevolution
IJCAI'99 Proceedings of the 16th international joint conference on Artificial intelligence - Volume 2
Parallel evolution using multi-chromosome cartesian genetic programming
Genetic Programming and Evolvable Machines
Design of artificial neural networks using a modified particle swarm optimization algorithm
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
MBEANN: mutation-based evolving artificial neural networks
ECAL'07 Proceedings of the 9th European conference on Advances in artificial life
A Field Guide to Genetic Programming
A Field Guide to Genetic Programming
NEAT in HyperNEAT substituted with genetic programming
ICANNGA'09 Proceedings of the 9th international conference on Adaptive and natural computing algorithms
Evolving the placement and density of neurons in the hyperneat substrate
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Evolving neural networks in compressed weight space
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Developments in Cartesian Genetic Programming: self-modifying CGP
Genetic Programming and Evolvable Machines
Efficient non-linear control through neuroevolution
ECML'06 Proceedings of the 17th European conference on Machine Learning
Evolution of robot controller using cartesian genetic programming
EuroGP'05 Proceedings of the 8th European conference on Genetic Programming
Intelligent decision support system for breast cancer
ICSI'10 Proceedings of the First international conference on Advances in Swarm Intelligence - Volume Part II
Redundancy and computational efficiency in Cartesian genetic programming
IEEE Transactions on Evolutionary Computation
The Automatic Acquisition, Evolution and Reuse of Modules in Cartesian Genetic Programming
IEEE Transactions on Evolutionary Computation
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
An evolutionary artificial neural networks approach for breast cancer diagnosis
Artificial Intelligence in Medicine
Self-organizing map for cluster analysis of a breast cancer database
Artificial Intelligence in Medicine
Neuro-fuzzy hybrid control system of tank level in petroleum plant
IEEE Transactions on Fuzzy Systems
Model selection for a medical diagnostic decision support system: a breast cancer detection case
Artificial Intelligence in Medicine
Nonstationary color tracking for vision-based human-computer interaction
IEEE Transactions on Neural Networks
COVNET: a cooperative coevolutionary model for evolving artificial neural networks
IEEE Transactions on Neural Networks
Genetic evolution of the topology and weight distribution of neural networks
IEEE Transactions on Neural Networks
An evolutionary algorithm that constructs recurrent neural networks
IEEE Transactions on Neural Networks
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A fast learning neuroevolutionary algorithm for both feedforward and recurrent networks is proposed. The method is inspired by the well known and highly effective Cartesian genetic programming (CGP) technique. The proposed method is called the CGP-based Artificial Neural Network (CGPANN). The basic idea is to replace each computational node in CGP with an artificial neuron, thus producing an artificial neural network. The capabilities of CGPANN are tested in two diverse problem domains. Firstly, it has been tested on a standard benchmark control problem: single and double pole for both Markovian and non-Markovian cases. Results demonstrate that the method can generate effective neural architectures in substantially fewer evaluations in comparison to previously published neuroevolutionary techniques. In addition, the evolved networks show improved generalization and robustness in comparison with other techniques. Secondly, we have explored the capabilities of CGPANNs for the diagnosis of Breast Cancer from the FNA (Finite Needle Aspiration) data samples. The results demonstrate that the proposed algorithm gives 99.5% accurate results, thus making it an excellent choice for pattern recognitions in medical diagnosis, owing to its properties of fast learning and accuracy. The power of a CGP based ANN is its representation which leads to an efficient evolutionary search of suitable topologies. This opens new avenues for applying the proposed technique to other linear/non-linear and Markovian/non-Markovian control and pattern recognition problems.