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RapidMiner : data mining use cases and business analytics applications /

"RapidMiner is one of the most widely used open source data mining solutions worldwide. This book provides an application use casebased introduction to data mining and to RapidMiner (and RapidAnalytics.) It presents many different applications of data mining and how to implement them with Rapid...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Otros Autores: Hofmann, Markus (Computer scientist) (Editor ), Klinkenberg, Ralf (Editor )
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Boca Raton : CRC Press, [2013]
Colección:Chapman & Hall/CRC data mining and knowledge discovery series.
Temas:
Acceso en línea:Texto completo (Requiere registro previo con correo institucional)
Tabla de Contenidos:
  • 1. Introduction to data mining and RapidMiner
  • 2. Basic classification use cases for credit approval and in education
  • 3. Marketing, cross-selling, and recommender system use cases
  • 4. Clustering in medical and educational domains
  • 5. Text mining : spam detection, language detection, and customer feedback analysis
  • 6. Feature selection and classification in astroparticle physics and in medical domains
  • 7. Molecular structure- and property-activity relationship modeling in biochemistry and medicine
  • 8. Image mining : feature extraction, segmentation, and classification
  • 9. Anomaly detection, instance selection, and prototype construction
  • 10. Meta-learning, automated learner selection, feature selection, and parameter optimization.