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· 제목 : Discrete Graphical Models: An Optimization Perspective (Paperback)
· 분류 : 외국도서 > 컴퓨터 > 컴퓨터 그래픽
· ISBN : 9781680836387
· 쪽수 : 286쪽
· 출판일 : 2019-12-10
· 분류 : 외국도서 > 컴퓨터 > 컴퓨터 그래픽
· ISBN : 9781680836387
· 쪽수 : 286쪽
· 출판일 : 2019-12-10
목차
- 1. Introduction to Inference for Graphical Models
- 2. Acyclic Graphical Models
- 3. Background: (Integer) Linear Programs and Their Geometry
- 4. Energy Minimization as Integer Linear Program
- 5. Background: Basics of Convex Analysis
- 6. Lagrange Duality for MAP-inference
- 7. Background: Basics of Non-Smooth Convex Optimization
- 8. Subgradient and Coordinate Descent for MAP-Inference
- 9. Lagrange (Dual) Decomposition
- 10. Maximization of the Decomposition-Based Dual
- 11. Min-Cut/Max-Flow Based Inference
- 12. Relaxed Binary Energy as st-Min-Cut
- Acknowledgements
- References
