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Grammar-Based Feature Generation for Time-Series Prediction

This book proposes a novel approach for time-series prediction using machine learning techniques with automatic feature generation. Application of machine learning techniques to predict time-series continues to attract considerable attention due to the difficulty of the prediction problems compounde...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autores principales: De Silva, Anthony Mihirana (Autor), Leong, Philip H. W. (Autor)
Autor Corporativo: SpringerLink (Online service)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Singapore : Springer Nature Singapore : Imprint: Springer, 2015.
Edición:1st ed. 2015.
Colección:SpringerBriefs in Computational Intelligence,
Temas:
Acceso en línea:Texto Completo
Tabla de Contenidos:
  • Introduction
  • Feature Selection
  • Grammatical Evolution
  • Grammar Based Feature Generation
  • Application of Grammar Framework to Time-series Prediction
  • Case Studies
  • Conclusion.