Learning from Imbalanced Data Sets
-15%
portes grátis
Learning from Imbalanced Data Sets
Fernandez, Alberto; Garcia, Salvador; Krawczyk, Bartosz; Herrera, Francisco; Prati, Ronaldo C.; Galar, Mikel
Springer International Publishing AG
11/2018
377
Dura
Inglês
9783319980737
15 a 20 dias
758
Descrição não disponível.
1 Introduction to KDD and Data Science.- 2 Foundations on Imbalanced Classification.- 3 Performance measures.- 4 Cost-sensitive Learning.- 5 Data Level Preprocessing Methods.- 6 Algorithm-level Approaches.- 7 Ensemble Learning.- 8 Imbalanced Classification with Multiple Classes.- 9 Dimensionality Reduction for Imbalanced Learning.- 10 Data Intrinsic Characteristics.- 11 Learning from Imbalanced Data Streams.- 12 Non-Classical Imbalanced Classification Problems.- 13 Imbalanced Classification for Big Data.- 14 Software and Libraries for Imbalanced Classification.
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
Machine learning;Data mining;Classification;Imbalanced data;Data preprocessing;Ensemble learning;Cost-sensitive Learning;Data Reduction;Dimensionality reduction;Data Streams;Big Data
1 Introduction to KDD and Data Science.- 2 Foundations on Imbalanced Classification.- 3 Performance measures.- 4 Cost-sensitive Learning.- 5 Data Level Preprocessing Methods.- 6 Algorithm-level Approaches.- 7 Ensemble Learning.- 8 Imbalanced Classification with Multiple Classes.- 9 Dimensionality Reduction for Imbalanced Learning.- 10 Data Intrinsic Characteristics.- 11 Learning from Imbalanced Data Streams.- 12 Non-Classical Imbalanced Classification Problems.- 13 Imbalanced Classification for Big Data.- 14 Software and Libraries for Imbalanced Classification.
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
