Genetic programming: on the programming of computers by means of natural selection
Genetic programming: on the programming of computers by means of natural selection
Incremental evolution of complex general behavior
Adaptive Behavior - Special issue on environment structure and behavior
Genetic programming: an introduction: on the automatic evolution of computer programs and its applications
Long Random Linear Programs Do Not Generalize
Genetic Programming and Evolvable Machines
Evolving Teams of Predictors with Linear Genetic Programming
Genetic Programming and Evolvable Machines
Limiting the Number of Fitness Cases in Genetic Programming Using Statistics
PPSN VII Proceedings of the 7th International Conference on Parallel Problem Solving from Nature
Genetic Programming with Active Data Selection
SEAL'98 Selected papers from the Second Asia-Pacific Conference on Simulated Evolution and Learning on Simulated Evolution and Learning
Dynamic Training Subset Selection for Supervised Learning in Genetic Programming
PPSN III Proceedings of the International Conference on Evolutionary Computation. The Third Conference on Parallel Problem Solving from Nature: Parallel Problem Solving from Nature
Robust non-linear control through neuroevolution
Robust non-linear control through neuroevolution
Preface: Introduction to the special issue on evolutionary computer vision and image understanding
Pattern Recognition Letters - Special issue: Evolutionary computer vision and image understanding
Pattern Recognition Letters - Special issue: Evolutionary computer vision and image understanding
A data parallel approach to genetic programming using programmable graphics hardware
Proceedings of the 9th annual conference on Genetic and evolutionary computation
A domain-independentwindow approach to multiclass object detection using genetic programming
EURASIP Journal on Applied Signal Processing
Accelerated Neural Evolution through Cooperatively Coevolved Synapses
The Journal of Machine Learning Research
Coevolutionary bid-based genetic programming for problem decomposition in classification
Genetic Programming and Evolvable Machines
Multiclass Object Recognition Based on Texture Linear Genetic Programming
Proceedings of the 2007 EvoWorkshops 2007 on EvoCoMnet, EvoFIN, EvoIASP,EvoINTERACTION, EvoMUSART, EvoSTOC and EvoTransLog: Applications of Evolutionary Computing
Genetic programming on graphics processing units
Genetic Programming and Evolvable Machines
Maximum homologous crossover for linear genetic programming
EuroGP'03 Proceedings of the 6th 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
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
A comparison of Cartesian genetic programming and linear genetic programming
EuroGP'08 Proceedings of the 11th European conference on Genetic programming
Evolving robust GP solutions for hedge fund stock selection in emerging markets
Soft Computing - A Fusion of Foundations, Methodologies and Applications - Special issue on Bio-inspired Learning and Intelligent Systems
Classification as clustering: A pareto cooperative-competitive gp approach
Evolutionary Computation
Parallel linear genetic programming
EuroGP'11 Proceedings of the 14th European conference on Genetic programming
Linear genetic programming for multi-class object classification
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
Visual Learning by Evolutionary and Coevolutionary Feature Synthesis
IEEE Transactions on Evolutionary Computation
Dynamic page based crossover in linear genetic programming
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
A New Crossover Operator in Genetic Programming for Object Classification
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Local search in parallel linear genetic programming for multiclass classification
AI'12 Proceedings of the 25th Australasian joint conference on Advances in Artificial Intelligence
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Motivated by biological inspiration and the issue of instruction disruption, we develop a new form of Linear Genetic Programming (LGP) called Parallel LGP (PLGP) for classification problems. PLGP programs consist of multiple lists of instructions. These lists are executed in parallel after which the resulting vectors are combined to produce the classification result. PLGP limits the disruptive effects of crossover and mutation, which allows PLGP to significantly outperform regular LGP. Furthermore, PLGP programs are naturally suited to caching due to their parallel architecture. Although caching techniques have been used in tree based GP, to our knowledge, there are no caching techniques specifically developed for LGP. Thus, a novel caching technique is also developed with the intrinsic properties of PLGP in mind, which can decrease fitness evaluation time by almost an order of magnitude for the classification problems.