Robust Data Mining

Data uncertainty is a concept closely related with most real life applications that involve data collection and interpretation. Examples can be found in data acquired with biomedical instruments or other experimental techniques. Integration of robust optimization in the existing data mining techniqu...

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Bibliographic Details
Main Authors: Xanthopoulos, Petros, Pardalos, Panos M. (Author), Trafalis, Theodore B. (Author)
Format: eBook
Language:English
Published: New York, NY Springer New York 2013, 2013
Edition:1st ed. 2013
Series:SpringerBriefs in Optimization
Subjects:
Online Access:
Collection: Springer eBooks 2005- - Collection details see MPG.ReNa
Table of Contents:
  • 1. Introduction
  • 2. Least Squares Problems
  • 3. Principal Component Analysis
  • 4. Linear Discriminant Analysis
  • 5. Support Vector Machines
  • 6. Conclusion