Genetic programming: on the programming of computers by means of natural selection
Genetic programming: on the programming of computers by means of natural selection
Genetic programming II: automatic discovery of reusable programs
Genetic programming II: automatic discovery of reusable programs
Automatic generation of programs for crawling and walking
Advances in genetic programming
PADO: a new learning architecture for object recognition
Symbolic visual learning
Two self-adaptive crossover operators for genetic programming
Advances in genetic programming
The royal tree problem, a benchmark for single and multiple population genetic programming
Advances in genetic programming
Genetic programming: an introduction: on the automatic evolution of computer programs and its applications
Foundations of genetic programming
Foundations of genetic programming
Genetic Programming and Data Structures: Genetic Programming + Data Structures = Automatic Programming!
Genetic Programming III: Darwinian Invention & Problem Solving
Genetic Programming III: Darwinian Invention & Problem Solving
Evolutionary Optimization in Dynamic Environments
Evolutionary Optimization in Dynamic Environments
Representations for Genetic and Evolutionary Algorithms
Representations for Genetic and Evolutionary Algorithms
The Role of Occam‘s Razor in Knowledge Discovery
Data Mining and Knowledge Discovery
Genetic Programming and Evolvable Machines
What Makes a Problem GP-Hard? Analysis of a Tunably Difficult Problem in Genetic Programming
Genetic Programming and Evolvable Machines
Genetic Programming and Autoconstructive Evolution with the Push Programming Language
Genetic Programming and Evolvable Machines
An Evaluation of EvolutionaryGeneralisation in Genetic Programming
Artificial Intelligence Review
Generalization by Neural Networks
IEEE Transactions on Knowledge and Data Engineering
Proceedings of the First European Workshop on Genetic Programming
EuroGP '98 Proceedings of the First European Workshop on Genetic Programming
A Representation for the Adaptive Generation of Simple Sequential Programs
Proceedings of the 1st International Conference on Genetic Algorithms
PPSN IV Proceedings of the 4th International Conference on Parallel Problem Solving from Nature
EuroGP '01 Proceedings of the 4th European Conference on Genetic Programming
Linear-Tree GP and Its Comparison with Other GP Structures
EuroGP '01 Proceedings of the 4th European Conference on Genetic Programming
Maintaining the Diversity of Genetic Programs
EuroGP '02 Proceedings of the 5th European Conference on Genetic Programming
Linear-Graph GP - A New GP Structure
EuroGP '02 Proceedings of the 5th European Conference on Genetic Programming
Genetic Programming Bloat with Dynamic Fitness
EuroGP '98 Proceedings of the First European Workshop on Genetic Programming
EuroGP '98 Proceedings of the First European Workshop on Genetic Programming
Introns in Nature and in Simulated Structure Evolution
Biocomputing and emergent computation: Proceedings of BCEC97
General schema theory for genetic programming with subtree-swapping crossover: part I
Evolutionary Computation
Time Series Forecasting Using Massively Parallel Genetic Programming
IPDPS '03 Proceedings of the 17th International Symposium on Parallel and Distributed Processing
Grammatical Evolution: Evolutionary Automatic Programming in an Arbitrary Language
Grammatical Evolution: Evolutionary Automatic Programming in an Arbitrary Language
Grammatical bias for evolutionary learning
Grammatical bias for evolutionary learning
General schema theory for genetic programming with subtree-swapping crossover: Part II
Evolutionary Computation
Genetic Programming IV: Routine Human-Competitive Machine Intelligence
Genetic Programming IV: Routine Human-Competitive Machine Intelligence
Designing Evolutionary Algorithms for Dynamic Environments
Designing Evolutionary Algorithms for Dynamic Environments
A Study of Fitness Distance Correlation as a Difficulty Measure in Genetic Programming
Evolutionary Computation
The Hierarchical Fair Competition (HFC) Framework for Sustainable Evolutionary Algorithms
Evolutionary Computation
Evolving Evolutionary Algorithms Using Linear Genetic Programming
Evolutionary Computation
ALPS: the age-layered population structure for reducing the problem of premature convergence
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Linear Genetic Programming (Genetic and Evolutionary Computation)
Linear Genetic Programming (Genetic and Evolutionary Computation)
Editorial to special issue on evolutionary computation in dynamic and uncertain environments
Genetic Programming and Evolvable Machines
Integrating generative growth and evolutionary computation for form exploration
Genetic Programming and Evolvable Machines
Introducing probabilistic adaptive mapping developmental genetic programming with redundant mappings
Genetic Programming and Evolvable Machines
Fitness-proportional negative slope coefficient as a hardness measure for genetic algorithms
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Multi-optimization improves genetic programming generalization ability
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Genetic programming for computational pharmacokinetics in drug discovery and development
Genetic Programming and Evolvable Machines
Strongly typed genetic programming
Evolutionary Computation
Constant creation in grammatical evolution
International Journal of Innovative Computing and Applications
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Repeated patterns in genetic programming
Natural Computing: an international journal
Free lunches for function and program induction
Proceedings of the tenth ACM SIGEVO workshop on Foundations of genetic algorithms
Automatically finding patches using genetic programming
ICSE '09 Proceedings of the 31st International Conference on Software Engineering
Neutrality and variability: two sides of evolvability in linear genetic programming
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Operator equalisation, bloat and overfitting: a study on human oral bioavailability prediction
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Using crossover based similarity measure to improve genetic programming generalization ability
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Variable size population for dynamic optimization with genetic programming
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
GECCO '96 Proceedings of the 1st annual conference on Genetic and evolutionary computation
Foundations in Grammatical Evolution for Dynamic Environments
Foundations in Grammatical Evolution for Dynamic Environments
Hierarchical genetic algorithms operating on populations of computer programs
IJCAI'89 Proceedings of the 11th international joint conference on Artificial intelligence - Volume 1
IEEE Transactions on Evolutionary Computation
IBM Journal of Research and Development
IBM Journal of Research and Development
What makes a problem GP-hard? validating a hypothesis of structural causes
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
Modularity in genetic programming
EuroGP'03 Proceedings of the 6th European conference on Genetic programming
An analysis of diversity of constants of genetic programming
EuroGP'03 Proceedings of the 6th European conference on Genetic programming
A grammatical genetic programming approach to modularity in genetic algorithms
EuroGP'07 Proceedings of the 10th European conference on Genetic programming
An evolutionary framework for colorimetric characterization of scanners
Evo'08 Proceedings of the 2008 conference on Applications of evolutionary computing
EvoBIO'08 Proceedings of the 6th European conference on Evolutionary computation, machine learning and data mining in bioinformatics
Semantic building blocks in genetic programming
EuroGP'08 Proceedings of the 11th European conference on Genetic programming
A Field Guide to Genetic Programming
A Field Guide to Genetic Programming
Measuring bloat, overfitting and functional complexity in genetic programming
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Theoretical results in genetic programming: the next ten years?
Genetic Programming and Evolvable Machines
Grammar-based Genetic Programming: a survey
Genetic Programming and Evolvable Machines
Evolving bin packing heuristics with genetic programming
PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
Dynamic scheduling with genetic programming
EuroGP'06 Proceedings of the 9th European conference on Genetic Programming
Genetic programming, validation sets, and parsimony pressure
EuroGP'06 Proceedings of the 9th European conference on Genetic Programming
Negative slope coefficient: a measure to characterize genetic programming fitness landscapes
EuroGP'06 Proceedings of the 9th European conference on Genetic Programming
Using subtree crossover distance to investigate genetic programming dynamics
EuroGP'06 Proceedings of the 9th European conference on Genetic Programming
On the locality of grammatical evolution
EuroGP'06 Proceedings of the 9th European conference on Genetic Programming
An attribute grammar decoder for the 01 multiconstrained knapsack problem
EvoCOP'05 Proceedings of the 5th European conference on Evolutionary Computation in Combinatorial Optimization
Genetic programming for automatic stress detection in spoken english
EuroGP'06 Proceedings of the 2006 international conference on Applications of Evolutionary Computing
Operator-Based distance for genetic programming: subtree crossover distance
EuroGP'05 Proceedings of the 8th European conference on Genetic Programming
Extending particle swarm optimisation via genetic programming
EuroGP'05 Proceedings of the 8th European conference on Genetic Programming
A many threaded CUDA interpreter for genetic programming
EuroGP'10 Proceedings of the 13th European conference on Genetic Programming
Improving the generalisation ability of genetic programming with semantic similarity based crossover
EuroGP'10 Proceedings of the 13th European conference on Genetic Programming
No free lunch theorems for optimization
IEEE Transactions on Evolutionary Computation
Time Series Forecasting for Dynamic Environments: The DyFor Genetic Program Model
IEEE Transactions on Evolutionary Computation
Crossover-Based Tree Distance in Genetic Programming
IEEE Transactions on Evolutionary Computation
Theoretical results in genetic programming: the next ten years?
Genetic Programming and Evolvable Machines
Examining the landscape of semantic similarity based mutation
Proceedings of the 13th annual conference on Genetic and evolutionary computation
A comparison of GE and TAGE in dynamic environments
Proceedings of the 13th annual conference on Genetic and evolutionary computation
A non-destructive grammar modification approach to modularity in grammatical evolution
Proceedings of the 13th annual conference on Genetic and evolutionary computation
The K landscapes: a tunably difficult benchmark for genetic programming
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Dynamic ant: introducing a new benchmark for genetic programming in dynamic environments
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Dynamic environments can speed up evolution with genetic programming
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Examining grammars and grammatical evolution in dynamic environments
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Genotype-phenotype mapping in dynamic environments with grammatical evolution
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
A quantitative study of learning and generalization in genetic programming
EuroGP'11 Proceedings of the 14th European conference on Genetic programming
Exploring grammatical modification with modules in grammatical evolution
EuroGP'11 Proceedings of the 14th European conference on Genetic programming
EvoApplications'11 Proceedings of the 2011 international conference on Applications of evolutionary computation - Volume Part II
An investigation of fitness sharing with semantic and syntactic distance metrics
EuroGP'12 Proceedings of the 15th European conference on Genetic Programming
Random sampling technique for overfitting control in genetic programming
EuroGP'12 Proceedings of the 15th European conference on Genetic Programming
EvoBIO'12 Proceedings of the 10th European conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics
Lévy-Flight genetic programming: towards a new mutation paradigm
EvoBIO'12 Proceedings of the 10th European conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics
Artificial bee colony programming for symbolic regression
Information Sciences: an International Journal
GP under streaming data constraints: a case for pareto archiving?
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Genetic programming needs better benchmarks
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Comparing methods for module identification in grammatical evolution
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Towards adaptive mutation in grammatical evolution
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Comparing the robustness of grammatical genetic programming solutions for femtocell algorithms
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
The Regulatory Network Computational Device
Genetic Programming and Evolvable Machines
Bloat free genetic programming: application to human oral bioavailability prediction
International Journal of Data Mining and Bioinformatics
Analyzing module usage in grammatical evolution
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part I
Better GP benchmarks: community survey results and proposals
Genetic Programming and Evolvable Machines
A comparison of grammatical genetic programming grammars for controlling femtocell network coverage
Genetic Programming and Evolvable Machines
Balancing learning and overfitting in genetic programming with interleaved sampling of training data
EuroGP'13 Proceedings of the 16th European conference on Genetic Programming
Automated problem decomposition for the boolean domain with genetic programming
EuroGP'13 Proceedings of the 16th European conference on Genetic Programming
Introducing graphical models to analyze genetic programming dynamics
Proceedings of the twelfth workshop on Foundations of genetic algorithms XII
Genetic programming with genetic regulatory networks: genetic programming
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Solving variational and Cauchy problems with self-configuring genetic programming algorithm
International Journal of Innovative Computing and Applications
Integrated Computer-Aided Engineering
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology - FUZZYSS'2011: 2nd International Fuzzy Systems Symposium
Hi-index | 0.00 |
It is approximately 50 years since the first computational experiments were conducted in what has become known today as the field of Genetic Programming (GP), twenty years since John Koza named and popularised the method, and ten years since the first issue appeared of the Genetic Programming & Evolvable Machines journal. In particular, during the past two decades there has been a significant range and volume of development in the theory and application of GP, and in recent years the field has become increasingly applied. There remain a number of significant open issues despite the successful application of GP to a number of challenging real-world problem domains and progress in the development of a theory explaining the behavior and dynamics of GP. These issues must be addressed for GP to realise its full potential and to become a trusted mainstream member of the computational problem solving toolkit. In this paper we outline some of the challenges and open issues that face researchers and practitioners of GP. We hope this overview will stimulate debate, focus the direction of future research to deepen our understanding of GP, and further the development of more powerful problem solving algorithms.