Nathalie Japkowicz, Mohak Shah

Evaluating Learning Algorithms

A Classification Perspective

• Gebundenes Buch

Produktbeschreibung

Gives a solid basis for conducting performance evaluations of learning algorithms in practical settings with an emphasis on classification algorithms.

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Produktdetails

• Verlag: Cambridge University Press
• Seitenzahl: 424
• Erscheinungstermin: 1. Januar 2011
• Englisch
• Abmessung: 240mm x 161mm x 27mm
• Gewicht: 798g
• ISBN-13: 9780521196000
• ISBN-10: 0521196000
• Artikelnr.: 31777861

Autorenporträt

Nathalie Japkowicz is Professor of Computer Science at American University. She is a former assistant professor at Dalhousie University and lecturer at Ohio State University. Japkowicz co-organized numerous workshops on classifier evaluation and the class imbalance problem at AAAI and ICML. She has published many articles in peer-reviewed journals and conference proceedings.

Inhaltsangabe

1. Introduction
2. Machine learning and statistics overview
3. Performance measures I
4. Performance measures II
5. Error estimation
6. Statistical significance testing
7. Data sets and experimental framework
8. Recent developments
9. Conclusion
Appendix A: statistical tables
Appendix B: additional information on the data
Appendix C: two case studies.