Flocks, herds and schools: A distributed behavioral model
SIGGRAPH '87 Proceedings of the 14th annual conference on Computer graphics and interactive techniques
Knowledge in context: a strategy for expert system maintenance
AI '88 Proceedings of the second Australian joint conference on Artificial intelligence
Machine Learning
Data mining: practical machine learning tools and techniques with Java implementations
Data mining: practical machine learning tools and techniques with Java implementations
MultiBoosting: A Technique for Combining Boosting and Wagging
Machine Learning
Principles of data mining
Fundamentals of Artificial Neural Networks
Fundamentals of Artificial Neural Networks
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Introduction to Bayesian Networks
Introduction to Bayesian Networks
Classification by Voting Feature Intervals
ECML '97 Proceedings of the 9th European Conference on Machine Learning
Particle swarm based Data Mining Algorithms for classification tasks
Parallel Computing - Special issue: Parallel and nature-inspired computational paradigms and applications
Data Mining: Concepts and Techniques
Data Mining: Concepts and Techniques
Computational Intelligence: Concepts to Implementations
Computational Intelligence: Concepts to Implementations
Self-organizing hierarchical particle swarm optimizer with time-varying acceleration coefficients
IEEE Transactions on Evolutionary Computation
A hybrid PSO/ACO algorithm for discovering classification rules in data mining
Journal of Artificial Evolution and Applications - Particle Swarms: The Second Decade
A clustering algorithm using particle swarm optimization for DNA chip data analysis
Proceedings of the 3rd International Conference on Ubiquitous Information Management and Communication
Particle swarm optimization based multi-prototype ensembles
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Car assembly line fault diagnosis based on modified support vector classifier machine
Expert Systems with Applications: An International Journal
A novel clustering approach: Artificial Bee Colony (ABC) algorithm
Applied Soft Computing
Differential Evolution Classifier in Noisy Settings and with Interacting Variables
Applied Soft Computing
Expert Systems with Applications: An International Journal
A prototype classifier based on gravitational search algorithm
Applied Soft Computing
Adaptive swarm optimization for locating and tracking multiple targets
Applied Soft Computing
Particle swarm classification: A survey and positioning
Pattern Recognition
PSO for feature construction and binary classification
Proceedings of the 15th annual conference on Genetic and evolutionary computation
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The use of Particle Swarm Optimization, a heuristic optimization technique based on the concept of swarm, is described to face the problem of classification of instances in multiclass databases. Three different fitness functions are taken into account, resulting in three versions being investigated. Their performance is contrasted on 13 typical test databases. The resulting best version is then compared against other nine classification techniques well known in literature. Results show the competitiveness of Particle Swarm Optimization. In particular, it turns out to be the best on 3 out of the 13 challenged problems.