Introduction to finite fields and their applications
Introduction to finite fields and their applications
Learning internal representations by error propagation
Parallel distributed processing: explorations in the microstructure of cognition, vol. 1
Genetic programming: on the programming of computers by means of natural selection
Genetic programming: on the programming of computers by means of natural selection
C4.5: programs for machine learning
C4.5: programs for machine learning
Genetic programming II: automatic discovery of reusable programs
Genetic programming II: automatic discovery of reusable programs
Genetic algorithms + data structures = evolution programs (3rd ed.)
Genetic algorithms + data structures = evolution programs (3rd ed.)
Genetic programming: an introduction: on the automatic evolution of computer programs and its applications
Determining the Equivalence of Algebraic Expressions by Hash Coding
Journal of the ACM (JACM)
Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control and Artificial Intelligence
Machine Learning
Genetic Programming for Feature Discovery and Image Discrimination
Proceedings of the 5th International Conference on Genetic Algorithms
Complexity Compression and Evolution
Proceedings of the 6th International Conference on Genetic Algorithms
Lexicographic Parsimony Pressure
GECCO '02 Proceedings of the Genetic and Evolutionary Computation Conference
Data Mining for Fuzzy Decision Tree Structure with a Genetic Program
IDEAL '02 Proceedings of the Third International Conference on Intelligent Data Engineering and Automated Learning
Fitness Causes Bloat: Mutation
EuroGP '98 Proceedings of the First European Workshop on Genetic Programming
Shorter Fitness Preserving Genetic Programs
AE '99 Selected Papers from the 4th European Conference on Artificial Evolution
Determining equivalence of expressions in random polynomial time
STOC '84 Proceedings of the sixteenth annual ACM symposium on Theory of computing
Problem Difficulty and Code Growth in Genetic Programming
Genetic Programming and Evolvable Machines
Evolving rule-based systems in two medical domains using genetic programming
Artificial Intelligence in Medicine
Growth of self-canceling code in evolutionary systems
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Dynamics of evolutionary robustness
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Introduction to Cryptography with Coding Theory (2nd Edition)
Introduction to Cryptography with Coding Theory (2nd Edition)
A domain-independentwindow approach to multiclass object detection using genetic programming
EURASIP Journal on Applied Signal Processing
Balancing accuracy and parsimony in genetic programming
Evolutionary Computation
Effects of code growth and parsimony pressure on populations in genetic programming
Evolutionary Computation
Code growth in genetic programming
GECCO '96 Proceedings of the 1st annual conference on Genetic and evolutionary computation
Genetic programming for image analysis
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
Feature construction and selection using genetic programming and a genetic algorithm
EuroGP'03 Proceedings of the 6th European conference on Genetic programming
The root causes of code growth in genetic programming
EuroGP'03 Proceedings of the 6th European conference on Genetic programming
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
An evolutionary artificial neural networks approach for breast cancer diagnosis
Artificial Intelligence in Medicine
Artificial Intelligence in Medicine
A survey on the application of genetic programming to classification
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Learning to detect web spam by genetic programming
WAIM'10 Proceedings of the 11th international conference on Web-age information management
CLONAL-GP framework for artificial immune system inspired genetic programming for classification
KES'10 Proceedings of the 14th international conference on Knowledge-based and intelligent information and engineering systems: Part I
DepthLimited crossover in GP for classifier evolution
Computers in Human Behavior
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This paper describes a genetic programming (GP) approach to medical data classification problems. In this approach, the evolved genetic programs are simplified online during the evolutionary process using algebraic simplification rules, algebraic equivalence and prime techniques. The new simplification GP approach is examined and compared to the standard GP approach on two medical data classification problems. The results suggest that the new simplification GP approach can not only be more efficient with slightly better classification performance than the basic GP system on these problems, but also significantly reduce the sizes of evolved programs. Comparison with other methods including decision trees, naive Bayes, nearest neighbour, nearest centroid, and neural networks suggests that the new GP approach achieved superior results to almost all of these methods on these problems. The evolved genetic programs are also easier to interpret than the "hidden patterns" discovered by the other methods.