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....
Main Author: | |
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Format: | eBook |
Language: | English |
Published: |
Berlin, Heidelberg
Springer Berlin Heidelberg
2012, 2012
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Edition: | 1st ed. 2012 |
Series: | Cognitive Technologies
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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