Evolving Teams of Predictors with Linear Genetic Programming
Genetic Programming and Evolvable Machines
Some Considerations on the Reason for Bloat
Genetic Programming and Evolvable Machines
An Empirical Study of Multipopulation Genetic Programming
Genetic Programming and Evolvable Machines
Explicit Control of Diversity and Effective Variation Distance in Linear Genetic Programming
EuroGP '02 Proceedings of the 5th European Conference on Genetic Programming
Total synthesis of algorithmic chemistries
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Evolving Evolutionary Algorithms Using Linear Genetic Programming
Evolutionary Computation
A Dual-Objective Evolutionary Algorithm for Rules Extraction in Data Mining
Computational Optimization and Applications
Genetic parallel programming: design and implementation
Evolutionary Computation
Breast cancer diagnosis using genetic programming generated feature
Pattern Recognition
Introducing probabilistic adaptive mapping developmental genetic programming with redundant mappings
Genetic Programming and Evolvable Machines
Evolving evolutionary algorithms using evolutionary algorithms
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
Best SubTree genetic programming
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Graph structured program evolution
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Classifier design with feature selection and feature extraction using layered genetic programming
Expert Systems with Applications: An International Journal
Prediction of compressive and tensile strength of limestone via genetic programming
Expert Systems with Applications: An International Journal
Design of a two-stage fuzzy classification model
Expert Systems with Applications: An International Journal
What else is the evolution of PSO telling us?
Journal of Artificial Evolution and Applications - Particle Swarms: The Second Decade
Genetic programming for medical classification: a program simplification approach
Genetic Programming and Evolvable Machines
Using traceless genetic programming for solving multi-objective optimization problems
Journal of Experimental & Theoretical Artificial Intelligence
Coevolutionary bid-based genetic programming for problem decomposition in classification
Genetic Programming and Evolvable Machines
COMPARING ANNs AND GENETIC PROGRAMMING FOR VOICE QUALITY ASSESSMENT POST-TREATMENT
Applied Artificial Intelligence
An autonomous GP-based system for regression and classification problems
Applied Soft Computing
Engineering Applications of Artificial Intelligence
Integrated Computer-Aided Engineering
Genetic Programming and Evolvable Machines
Optimization of a training set for more robust face detection
Pattern Recognition
How online simplification affects building blocks in genetic programming
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Cancer classification using microarray and layered architecture genetic programming
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
Design & Implementation of Parallel Linear GP for the IBM Cell Processor
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Evolutionary design of Evolutionary Algorithms
Genetic Programming and Evolvable Machines
Interactive survival analysis with the OCDM system: From development to application
Information Systems Frontiers
Automatic reverse engineering algorithm for drug gene regulating networks
ASC '07 Proceedings of The Eleventh IASTED International Conference on Artificial Intelligence and Soft Computing
A survey and taxonomy of performance improvement of canonical genetic programming
Knowledge and Information Systems
Adaptive genetic programming for dynamic classification problems
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Unconstrained gene expression programming
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Constrained evolutionary art: interactive flag design
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Evolutionary Design of Graph-Based Structures for Optical Computing
OSC '09 Proceedings of the 2nd International Workshop on Optical SuperComputing
Engineering Applications of Artificial Intelligence
Design of adaptive fuzzy model for classification problem
Engineering Applications of Artificial Intelligence
A comparison of classification accuracy of four genetic programming-evolved intelligent structures
Information Sciences: an International Journal
Methods for evolving robust programs
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
A linear genetic programming approach to intrusion detection
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Parallel programs are more evolvable than sequential programs
EuroGP'03 Proceedings of the 6th European conference on Genetic programming
Maximum homologous crossover for linear genetic programming
EuroGP'03 Proceedings of the 6th European conference on Genetic programming
Neutral variations cause bloat in linear GP
EuroGP'03 Proceedings of the 6th European conference on Genetic programming
Generalisation and model selection in supervised learning with evolutionary computation
EvoWorkshops'03 Proceedings of the 2003 international conference on Applications of evolutionary computing
A survey on the application of genetic programming to classification
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Function sequence genetic programming
ICIC'09 Proceedings of the Intelligent computing 5th international conference on Emerging intelligent computing technology and applications
GP classification under imbalanced data sets: active sub-sampling and AUC approximation
EuroGP'08 Proceedings of the 11th European conference on Genetic programming
Symbiosis, complexification and simplicity under GP
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Evolving choice structures for genetic programming
Information Processing Letters
A machine code-based genetic programming for suspended sediment concentration estimation
Advances in Engineering Software
Construction of a neuron-fuzzy classification model based on feature-extraction approach
Expert Systems with Applications: An International Journal
MIMO CMAC neural network classifier for solving classification problems
Applied Soft Computing
Genetic Programming and Evolvable Machines
Neural network synthesis dealing with classification problem
ACMOS'11 Proceedings of the 13th WSEAS international conference on Automatic control, modelling & simulation
Rethinking multilevel selection in genetic programming
Proceedings of the 13th annual conference on Genetic and evolutionary computation
EuroGP'11 Proceedings of the 14th European conference on Genetic programming
The feature selection and intrusion detection problems
ASIAN'04 Proceedings of the 9th Asian Computing Science conference on Advances in Computer Science: dedicated to Jean-Louis Lassez on the Occasion of His 5th Cycle Birthday
Inducing diverse decision forests with genetic programming
EuroGP'05 Proceedings of the 8th European conference on Genetic Programming
Teams of genetic predictors for inverse problem solving
EuroGP'05 Proceedings of the 8th European conference on Genetic Programming
Cancer prediction using diversity-based ensemble genetic programming
MDAI'05 Proceedings of the Second international conference on Modeling Decisions for Artificial Intelligence
MEPIDS: multi-expression programming for intrusion detection system
IWINAC'05 Proceedings of the First international work-conference on the Interplay Between Natural and Artificial Computation conference on Artificial Intelligence and Knowledge Engineering Applications: a bioinspired approach - Volume Part II
Forecasting with a dynamic window of time: the DyFor genetic program model
IMTCI'04 Proceedings of the Second international conference on Intelligent Media Technology for Communicative Intelligence
Symbiotic coevolutionary genetic programming: a benchmarking study under large attribute spaces
Genetic Programming and Evolvable Machines
Analysis of building blocks with numerical simplification in genetic programming
EuroGP'10 Proceedings of the 13th European conference on Genetic Programming
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part II
Automating the drug scheduling of cancer chemotherapy via evolutionary computation
Artificial Intelligence in Medicine
Evolutionary computing for knowledge discovery in medical diagnosis
Artificial Intelligence in Medicine
Operator equalisation for bloat free genetic programming and a survey of bloat control methods
Genetic Programming and Evolvable Machines
Hierarchical task decomposition through symbiosis in reinforcement learning
Proceedings of the 14th annual conference on Genetic and evolutionary computation
MT-CGP: mixed type cartesian genetic programming
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Engineering Applications of Artificial Intelligence
Differential Evolution for automatic rule extraction from medical databases
Applied Soft Computing
Local search in parallel linear genetic programming for multiclass classification
AI'12 Proceedings of the 25th Australasian joint conference on Advances in Artificial Intelligence
BICS'13 Proceedings of the 6th international conference on Advances in Brain Inspired Cognitive Systems
Hybrid feature selection through feature clustering for microarray gene expression data
International Journal of Hybrid Intelligent Systems
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We introduce a new form of linear genetic programming (GP). Two methods of acceleration of our GP approach are discussed: 1) an efficient algorithm that eliminates intron code and 2) a demetic approach to virtually parallelize the system on a single processor. Acceleration of runtime is especially important when operating with complex data sets, because they are occurring in real-world applications. We compare GP performance on medical classification problems from a benchmark database with results obtained by neural networks. Our results show that GP performs comparably in classification and generalization