Documentos de Cardona-Escobar A. | REDI

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Año de Publicación: "2018"

Subtipo de publicación

Conference Object(2)

Publisher

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)(2)

Área temáticas

Ciencias de la computación(1)

Escuelas y sus actividades; educación especial(1)

Funcionamiento de bibliotecas y archivos(1)

Programación informática, programas, datos, seguridad(1)

Área de conocimiento

Aprendizaje automático(2)

Ciencias de la computación(1)

Origen

Palabras Claves

Hyperparameter optimization(1)

Imbalanced learning(1)

Learning curves(1)

Multilabel classification(1)

Problem transformation(1)

Efficient hyperparameter optimization in convolutional neural networks by learning curves pbkp_rediction

Conference Object

Abstract: In this work, we present an automatic framework for hyperparameter selection in Convolutional Neural

Palabras claves:

deep learning, forecasting, Hyperparameter optimization, Learning curves, Singular spectrum analysis, SVR

A. E. Castro-Ospina, Cardona-Escobar A., Giraldo-Forero A., Jaramillo-Garzon J.A.

Multi-label learning by hyperparameters calibration for treating class imbalance

Conference Object

Abstract: Multi-label learning has been becoming an increasingly active area into the machine learning communi

Palabras claves:

Imbalanced learning, Multilabel classification, Problem transformation, Support Vector Machine

A. E. Castro-Ospina, Cardona-Escobar A., Giraldo-Forero A.