Genetic programming: on the programming of computers by means of natural selection
Genetic programming: on the programming of computers by means of natural selection
Evolving Data Structures with Genetic Programming
Proceedings of the 6th International Conference on Genetic Algorithms
Speech Sound Discrimination with Genetic Programming
EuroGP '98 Proceedings of the First European Workshop on Genetic Programming
Evolutionary Brain Computer Interfaces
Proceedings of the 2007 EvoWorkshops 2007 on EvoCoMnet, EvoFIN, EvoIASP,EvoINTERACTION, EvoMUSART, EvoSTOC and EvoTransLog: Applications of Evolutionary Computing
Evolving a statistics class using object oriented evolutionary programming
EuroGP'07 Proceedings of the 10th European conference on Genetic programming
A first attempt at constructing genetic programming expressions for EEG classification
ICANN'05 Proceedings of the 15th international conference on Artificial Neural Networks: biological Inspirations - Volume Part I
Evolving computer programs without subtree crossover
IEEE Transactions on Evolutionary Computation
Stateful program representations for evolving technical trading rules
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Hi-index | 0.00 |
Two families (stateful and stateless) of genetically programmed classifiers were tested on a five class brain-computer interface (BCI) data set of raw EEG signals. The ability of evolved classifiers to discriminate mental tasks from each other were analysed in terms of accuracy, precision and recall. A model describing the dynamics of state usage in stateful programs is introduced. An investigation of relationships between the model attributes and associated classification results was made. The results show that both stateful and stateless programs can be successfully evolved for this task, though stateful programs start from lower fitness and take longer to evolve.