Genetic programming: on the programming of computers by means of natural selection
Genetic programming: on the programming of computers by means of natural selection
Massively parallel genetic programming
Advances in genetic programming
Evolving Chess Playing Programs
GECCO '02 Proceedings of the Genetic and Evolutionary Computation Conference
Time Series Forecasting Using Massively Parallel Genetic Programming
IPDPS '03 Proceedings of the 17th International Symposium on Parallel and Distributed Processing
Metaprogramming GPUs with Sh
Glift: Generic, efficient, random-access GPU data structures
ACM Transactions on Graphics (TOG)
Evolutionary Computing on Consumer Graphics Hardware
IEEE Intelligent Systems
A data parallel approach to genetic programming using programmable graphics hardware
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Fast genetic programming on GPUs
EuroGP'07 Proceedings of the 10th European conference on Genetic programming
On the limiting distribution of program sizes in tree-based genetic programming
EuroGP'07 Proceedings of the 10th European conference on Genetic programming
Repeated patterns in tree genetic programming
EuroGP'05 Proceedings of the 8th European conference on Genetic Programming
Evolution of vertex and pixel shaders
EuroGP'05 Proceedings of the 8th European conference on Genetic Programming
High performance genetic programming on GPU
BADS '09 Proceedings of the 2009 workshop on Bio-inspired algorithms for distributed systems
Parallel multi-objective evolutionary algorithms on graphics processing units
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
Solving quadratic assignment problems by genetic algorithms with GPU computation: a case study
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
Genetic programming on graphics processing units
Genetic Programming and Evolvable Machines
Combinatorial Optimization Using Electro-Optical Vector by Matrix Multiplication Architecture
OSC '09 Proceedings of the 2nd International Workshop on Optical SuperComputing
Deployment of parallel linear genetic programming using GPUs on PC and video game console platforms
Genetic Programming and Evolvable Machines
Implicitly controlling bloat in genetic programming
IEEE Transactions on Evolutionary Computation
Genetic Programming and Evolvable Machines: ten years of reviews
Genetic Programming and Evolvable Machines
ACO with tabu search on a GPU for solving QAPs using move-cost adjusted thread assignment
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Many-threaded implementation of differential evolution for the CUDA platform
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Evolving CUDA PTX programs by quantum inspired linear genetic programming
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Highly scalable multi objective test suite minimisation using graphics cards
SSBSE'11 Proceedings of the Third international conference on Search based software engineering
Why the virtual nature of software makes it ideal for search based optimization
FASE'10 Proceedings of the 13th international conference on Fundamental Approaches to Software Engineering
LCPC'09 Proceedings of the 22nd international conference on Languages and Compilers for Parallel Computing
A many threaded CUDA interpreter for genetic programming
EuroGP'10 Proceedings of the 13th European conference on Genetic Programming
Fast evaluation of GP trees on GPGPU by optimizing hardware scheduling
EuroGP'10 Proceedings of the 13th European conference on Genetic Programming
Accelerated parallel genetic programming tree evaluation with OpenCL
Journal of Parallel and Distributed Computing
Neural PCA and maximum likelihood hebbian learning on the GPU
ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part II
GPU accelerated genetic clustering
SEAL'12 Proceedings of the 9th international conference on Simulated Evolution and Learning
High performance evaluation of evolutionary-mined association rules on GPUs
The Journal of Supercomputing
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Mackey-Glass chaotic time series prediction and nuclear protein classification show the feasibility of evaluating genetic programming populations directly on parallel consumer gaming graphics processing units. Using a Linux KDE computer equipped with an nVidia GeForce 8800 GTX graphics processing unit card the C++ SPMD interpretter evolves programs at Giga GP operations per second (895 million GPops). We use the RapidMind general processing on GPU (GPGPU) framework to evaluate an entire population of a quarter of a million individual programs on a non-trivial problem in 4 seconds. An efficient reverse polish notation (RPN) tree based GP is given.