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: an introduction: on the automatic evolution of computer programs and its applications
Complexity Compression and Evolution
Proceedings of the 6th International Conference on Genetic Algorithms
Shorter Fitness Preserving Genetic Programs
AE '99 Selected Papers from the 4th European Conference on Artificial Evolution
Problem Difficulty and Code Growth in Genetic Programming
Genetic Programming and Evolvable Machines
Algebraic simplification of GP programs during evolution
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Data Mining: Practical Machine Learning Tools and Techniques, Second Edition (Morgan Kaufmann Series in Data Management Systems)
Balancing accuracy and parsimony in genetic programming
Evolutionary Computation
Using Numerical Simplification to Control Bloat in Genetic Programming
SEAL '08 Proceedings of the 7th International Conference on Simulated Evolution and Learning
How online simplification affects building blocks in genetic programming
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Code growth in genetic programming
GECCO '96 Proceedings of the 1st annual conference on Genetic and evolutionary computation
Improving the accuracy and robustness of genetic programming through expression simplification
GECCO '96 Proceedings of the 1st annual conference on Genetic and evolutionary computation
A simple but theoretically-motivated method to control bloat in genetic programming
EuroGP'03 Proceedings of the 6th European conference on Genetic programming
Pixel statistics and false alarm area in genetic programming for object detection
EvoWorkshops'03 Proceedings of the 2003 international conference on Applications of evolutionary computing
Program simplification in genetic programming for object classification
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
A comparison of linear genetic programming and neural networks inmedical data mining
IEEE Transactions on Evolutionary Computation
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This paper investigates the effect of numerical simplification on building blocks during evolution in genetic programming. The building blocks considered are three level subtrees. We develop a method for encoding building blocks for the analysis. Compared with the canonical genetic programming method, numerical simplification can generate much smaller programs, use much shorter evolutionary training time and achieve comparable effectiveness performance.