Kosov, Sergey: Multi-layer conditional random fields for revealing unobserved entitiesMehrschichtiges bedingtes Zufallsfeld zum Aufdecken nicht beobachteter Entitäten. 2018
Inhalt
- Acknowledgements
- Abstract
- Zusammenfassung
- Contents
- Introduction
- Conditional Random Fields
- Graphical Models
- Directed Graphical Models | Bayesian Networks
- Undirected Graphical Models | Markov Random Fields
- Conditional Random Fields
- Local-Global CRFs
- Features
- Association Potentials
- Interaction Potentials
- Inference and Decoding
- Parameter Estimation
- Experiments
- Summary
- Multi-Layer Conditional Random Fields
- Occlusion Model
- Mixed Graphical Models
- Multi-Layer Graphical Models
- Inference in Multi-Layer Graphs
- Two-Layer Conditional Random Fields
- Experiments
- Summary
- Conclusion and Outlook
- Appendix Notations
- Appendix Graphical Models
- Statistical Independence
- Conditional Independence
- General Product Rule
- Potential Approximation
- Graph Construction Rules
- Mixed Graphs
- Appendix Algorithms
- Appendix Datasets and Experimental Setup
- Bibliography
- Own Publications
- Index