Evaluating Learning Algorithms : a classification perspective /

"The field of machine learning has matured to the point where many sophisticated learning approaches can be applied to practical applications. Thus it is of critical importance that researchers have the proper tools to evaluate learning approaches and understand the underlying issues. This book...

Descripción completa

Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Japkowicz, Nathalie
Otros Autores: Shah, Mohak
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Cambridge ; New York : Cambridge University Press, 2011.
Temas:
Machine learning.
Computer algorithms > Evaluation.
Apprentissage automatique.
Algorithmes > Évaluation.
COMPUTERS > Computer Vision & Pattern Recognition.
COMPUTERS > Enterprise Applications > Business Intelligence Tools.
COMPUTERS > Intelligence (AI) & Semantics.
Acceso en línea:Texto completo
Tabla de Contenidos:
  • 1. Introduction
  • 2. Machine Learning and Statistics Overview
  • 3. Performance Measures I
  • 4. Performance Measures II
  • 5. Error Estimation
  • 6. Statistical Significance testing
  • 7. Datasets and Experimental Framework
  • 8. Recent Developments
  • 9. Conclusion
  • Appendix A: Statistical Tables
  • Appendix B: Additional Information on the Data
  • Appendix C: Two Case Studies.

Ejemplares similares