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· 제목 : Distributionally Robust Learning (Paperback)
· 분류 : 외국도서 > 과학/수학/생태 > 수학 > 최적화
· ISBN : 9781680837728
· 쪽수 : 258쪽
· 출판일 : 2020-12-23
· 분류 : 외국도서 > 과학/수학/생태 > 수학 > 최적화
· ISBN : 9781680837728
· 쪽수 : 258쪽
· 출판일 : 2020-12-23
목차
- 1. Introduction
- 2. The Wasserstein Metric
- 3. Solving the Wasserstein DRO Problem
- 4. Distributionally Robust Linear Regression
- 5. Distributionally Robust Grouped Variable Selection
- 6. Distributionally Robust Multi-Output Learning
- 7. Optimal Decision Making via Regression Informed K-NN
- 8. Advanced Topics in Distributionally Robust Learning
- 9. Discussion and Conclusions
- Acknowledgments
- References
