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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Bibliographic Details
Main Author: He, Jingrui
Format: eBook
Language:English
Published: Berlin, Heidelberg Springer Berlin Heidelberg 2012, 2012
Edition:1st ed. 2012
Series:Cognitive Technologies
Subjects:
Online Access:
Collection: Springer eBooks 2005- - Collection details see MPG.ReNa
Table of Contents:
  • Introduction
  • Survey and Overview
  • Rare Category Detection
  • Rare Category Characterization
  • Unsupervised Rare Category Analysis
  • Conclusion and Future Directions