. . "Spi\u0161sk\u00E1 Nov\u00E1 Ves" . "The paper deals with classification of highly imbalanced data with accuracy constraints for the minority class. We solve this problem by our proposed meta-learning method that uses cost-sensitive logistic regression to generate initial candidate models. These models can be used as an initial solutions for various optimization algorithms. This paper is aimed for using Particle Swarm Optimization (PSO) to handle the constrained imbalanced classification problem. Experiments, comparing with Genetic Algorithm (GA), show that the swarm intelligence approach is suitable for this problem and outperforms GA." . "4"^^ . . "PSO-based Constrained Imbalanced Data Classification" . "Spi\u0161sk\u00E1 Nov\u00E1 Ves" . "Str\u00ED\u017E, Rostislav" . . . . . . . "PSO-based Constrained Imbalanced Data Classification"@en . . "Technick\u00E1 univerzita v Ko\u0161iciach" . "4"^^ . . . "Hru\u0161ka, Tom\u00E1\u0161" . . "978-80-8143-127-2" . "[149D8D4E15D8]" . . . "Zendulka, Jaroslav" . "100872" . "The paper deals with classification of highly imbalanced data with accuracy constraints for the minority class. We solve this problem by our proposed meta-learning method that uses cost-sensitive logistic regression to generate initial candidate models. These models can be used as an initial solutions for various optimization algorithms. This paper is aimed for using Particle Swarm Optimization (PSO) to handle the constrained imbalanced classification problem. Experiments, comparing with Genetic Algorithm (GA), show that the swarm intelligence approach is suitable for this problem and outperforms GA."@en . . "2013-11-05+01:00"^^ . "6"^^ . . "RIV/00216305:26230/13:PU106418!RIV14-TA0-26230___" . "PSO-based Constrained Imbalanced Data Classification" . "26230" . "RIV/00216305:26230/13:PU106418" . . . . "PSO-based Constrained Imbalanced Data Classification"@en . . "Hlosta, Martin" . . "Data mining, imbalance classification, constraints, PSO, Genetic Algorithm"@en . . . "P(ED1.1.00/02.0070), P(TA01010858), S, Z(MSM0021630528)" . . . "Proceedings of the Twelth International Conference on Informatics INFORMATICS'2013" .