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Modelo de clasificación y predicción en dos etapas: utilizando árboles de clasificación y el análisis de regresión multivariada 

Choque-Dextre, Yency E. (2015-06)
Currently there exists a great variety of methods and algorithms attempting to optimize the process of classification. However, these methods do not take into account the internal structure of the classification datasets. ...

Efecto de casos anómalos en máquinas de vectores de soporte 

Restrepo-Henao, Alba M. (2009-03)
Support Vector Machines (SVM) is a new technique of classification that has received much attention in recent years. In many applications, the SVM has shown better performance than machine learning methods, and it has been ...

Estimación de densidades multivariadas en flujo de datos usando mezclas adaptativas de componentes gaussianas 

Moyano-Niño, Héctor (2012-06)
In the current world of science and technology the data arrive continuously over time, this type of data is called data stream and is impractical to store all of the data. The data mining and traditional techniques of ...

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AuthorChoque-Dextre, Yency E. (1)Moyano-Niño, Héctor (1)Restrepo-Henao, Alba M. (1)Advisor
Acuña-Fernández, Edgar (3)
KeywordsAdaptive mixture (1)Binary classification (1)Classification problems (1)Classification trees (1)Estimation (1)Gaussian mixture (1)Outlier detection (1)Prediction model (1)Regression trees (1)Statistical models (1)... View MoreSubject HeadingAlgorithms (3)
Multivariate analysis (3)
Database management (1)Estimation theory (1)Gaussian dsitribution (1)Outliers (Satistics) (1)Parameter estimation (1)Regression analysis -- Mathematical models (1)Support vector machines (1)Trees (Graph theory) (1)Type
Thesis (3)
Date2009 (1)2012 (1)2015 (1)DepartmentDepartment of Mathematics (3)ProgramMathematical Statistics (3)CollectionTheses & Dissertations (3)

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