Outlier Ensembles An Introduction /

• Κύριοι συγγραφείς: Aggarwal, Charu C. (Συγγραφέας), Sathe, Saket (Συγγραφέας)
• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Cham : Springer International Publishing : Imprint: Springer, 2017.
• Θέματα: Computer science.; Computers.; Artificial intelligence.; Statistics.; Computer Science.; Information Systems and Communication Service.; Artificial Intelligence (incl. Robotics).; Statistics and Computing/Statistics Programs.

This book discusses a variety of methods for outlier ensembles and organizes them by the specific principles with which accuracy improvements are achieved. In addition, it covers the techniques with which such methods can be made more effective. A formal classification of these methods is provided,...

Πίνακας περιεχομένων:

• An Introduction to Outlier Ensembles
• Theory of Outlier Ensembles
• Variance Reduction in Outlier Ensembles
• Bias Reduction in Outlier Ensembles: The Guessing Game
• Model Combination Methods for Outlier Ensembles
• Which Outlier Detection Algorithm Should I Use?