Outlier Ensembles An Introduction /

• Main Authors: Aggarwal, Charu C. (Author), Sathe, Saket (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2017.
• Subjects: 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,...

Table of Contents:

• 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?