Analysis of Rare Categories

In many real-world problems, rare categories (minority classes) play essential roles despite their extreme scarcity. The discovery, characterization and prediction of rare categories of rare examples may protect us from fraudulent or malicious behavior, aid scientific discovery, and even save lives....

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: He, Jingrui (Autor)
Autor Corporativo: SpringerLink (Online service)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2012.
Edición:1st ed. 2012.
Colección:Cognitive Technologies,
Temas:
Artificial intelligence.
Data mining.
Computational intelligence.
Data structures (Computer science).
Information theory.
Artificial Intelligence.
Data Mining and Knowledge Discovery.
Computational Intelligence.
Data Structures and Information Theory.
Acceso en línea:Texto Completo
Tabla de Contenidos:
  • Introduction
  • Survey and Overview
  • Rare Category Detection
  • Rare Category Characterization
  • Unsupervised Rare Category Analysis
  • Conclusion and Future Directions.

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