Genetic algorithms with sharing for multimodal function optimization
Proceedings of the Second International Conference on Genetic Algorithms on Genetic algorithms and their application
Adaptation in natural and artificial systems
Adaptation in natural and artificial systems
Experiments on multistrategy learning by meta-learning
CIKM '93 Proceedings of the second international conference on Information and knowledge management
Using Genetic Algorithms for Concept Learning
Machine Learning - Special issue on genetic algorithms
Genetic programming II (videotape): the next generation
Genetic programming II (videotape): the next generation
Elements of machine learning
An introduction to genetic algorithms
An introduction to genetic algorithms
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Machine Learning
Fuzzy Sets and Systems: Theory and Applications
Fuzzy Sets and Systems: Theory and Applications
Digital Image Processing
Automatic Creation of Human-Competitive Programs and Controllers by Means of Genetic Programming
Genetic Programming and Evolvable Machines
Experiments on Solving Multiclass Learning Problems by n2-classifier
ECML '98 Proceedings of the 10th European Conference on Machine Learning
A Contolled Experiment: Evolution for Learning Difficult Image Classification
EPIA '95 Proceedings of the 7th Portuguese Conference on Artificial Intelligence: Progress in Artificial Intelligence
Pairwise Comparison of Hypotheses in Evolutionary Learning
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Multiple Objective Optimization with Vector Evaluated Genetic Algorithms
Proceedings of the 1st International Conference on Genetic Algorithms
A Comparison of Parallel and Sequential Niching Methods
Proceedings of the 6th International Conference on Genetic Algorithms
Finding Multimodal Solutions Using Restricted Tournament Selection
Proceedings of the 6th International Conference on Genetic Algorithms
An analysis of the behavior of a class of genetic adaptive systems.
An analysis of the behavior of a class of genetic adaptive systems.
Multiobjective evolutionary algorithms: classifications, analyses, and new innovations
Multiobjective evolutionary algorithms: classifications, analyses, and new innovations
A sequential niche technique for multimodal function optimization
Evolutionary Computation
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This paper is devoted to the use of genetic programming for the search of hypothesis space in visual learning tasks. The long-term goal of our research is to synthesize human-competitive procedures for pattern discrimination by means of learning process based directly on the training set of images. In particular, we introduce a novel concept of evolutionary learning employing, instead of scalar evaluation function, pairwise comparison of hypotheses, which allows the solutions to remain incomparable in some cases. That extension increases the diversification of the population and improves the exploration of the hypothesis space search in comparison with "plain" evolutionary computation using scalar evaluation. This supposition is verified experimentally in this study in an extensive comparative experiment of visual learning concerning the recognition of handwritten characters.